{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import sys\n",
    "import os\n",
    "import urllib\n",
    "import tensorflow.contrib.tensorrt as trt\n",
    "import matplotlib\n",
    "matplotlib.use('Agg')\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import time\n",
    "from tf_trt_models.detection import download_detection_model, build_detection_graph\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "MODEL = 'ssd_mobilenet_v1_coco'\n",
    "DATA_DIR = './data/'\n",
    "CONFIG_FILE = MODEL + '.config'   # ./data/ssd_inception_v2_coco.config \n",
    "CHECKPOINT_FILE = 'model.ckpt'    # ./data/ssd_inception_v2_coco/model.ckpt\n",
    "IMAGE_PATH = './data/huskies.jpg'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download the pretrained model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Download the model configuration file and checkpoint containing pretrained weights by using the following command.  \n",
    "\n",
    "For improved performance, increase the non-max suppression score threshold in the downloaded config file from 1e-8 to something greater, like 0.1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "config_path, checkpoint_path = download_detection_model(MODEL, 'data')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Build the frozen graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:depth of additional conv before box predictor: 0\n",
      "INFO:tensorflow:depth of additional conv before box predictor: 0\n",
      "INFO:tensorflow:depth of additional conv before box predictor: 0\n",
      "INFO:tensorflow:depth of additional conv before box predictor: 0\n",
      "INFO:tensorflow:depth of additional conv before box predictor: 0\n",
      "INFO:tensorflow:depth of additional conv before box predictor: 0\n",
      "WARNING:tensorflow:From /home/nvidia/.local/lib/python2.7/site-packages/object_detection-0.1-py2.7.egg/object_detection/exporter.py:356: get_or_create_global_step (from tensorflow.contrib.framework.python.ops.variables) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Please switch to tf.train.get_or_create_global_step\n",
      "INFO:tensorflow:Restoring parameters from data/ssd_mobilenet_v1_coco_2018_01_28/model.ckpt\n",
      "INFO:tensorflow:Restoring parameters from data/ssd_mobilenet_v1_coco_2018_01_28/model.ckpt\n",
      "INFO:tensorflow:Froze 199 variables.\n",
      "Converted 199 variables to const ops.\n",
      "INFO:tensorflow:No assets to save.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:No assets to save.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:No assets to write.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:No assets to write.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:SavedModel written to: .generated_model/saved_model/saved_model.pb\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:SavedModel written to: .generated_model/saved_model/saved_model.pb\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Writing pipeline config file to .generated_model/pipeline.config\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Writing pipeline config file to .generated_model/pipeline.config\n"
     ]
    }
   ],
   "source": [
    "frozen_graph, input_names, output_names = build_detection_graph(\n",
    "    config=config_path,\n",
    "    checkpoint=checkpoint_path,\n",
    "    score_threshold=0.3,\n",
    "    batch_size=1\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Optimize the model with TensorRT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['detection_boxes', 'detection_classes', 'detection_scores', 'num_detections']\n"
     ]
    }
   ],
   "source": [
    "print(output_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "trt_graph = trt.create_inference_graph(\n",
    "    input_graph_def=frozen_graph,\n",
    "    outputs=output_names,\n",
    "    max_batch_size=1,\n",
    "    max_workspace_size_bytes=1 << 25,\n",
    "    precision_mode='FP16',\n",
    "    minimum_segment_size=50\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('./data/ssd_inception_v2_coco_trt.pb', 'wb') as f:\n",
    "    f.write(trt_graph.SerializeToString())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create session and load graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "tf_config = tf.ConfigProto()\n",
    "tf_config.gpu_options.allow_growth = True\n",
    "\n",
    "tf_sess = tf.Session(config=tf_config)\n",
    "\n",
    "tf.import_graph_def(trt_graph, name='')\n",
    "\n",
    "tf_input = tf_sess.graph.get_tensor_by_name(input_names[0] + ':0')\n",
    "tf_scores = tf_sess.graph.get_tensor_by_name('detection_scores:0')\n",
    "tf_boxes = tf_sess.graph.get_tensor_by_name('detection_boxes:0')\n",
    "tf_classes = tf_sess.graph.get_tensor_by_name('detection_classes:0')\n",
    "tf_num_detections = tf_sess.graph.get_tensor_by_name('num_detections:0')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load and Preprocess Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gYjnNvKyw4uh8fplSEoI/SYCPa1mc2HKMkeATh8OBu5sbrq8+kpKnrg2khBSZCVZ1ha0sWiusNUQSPkZCTMSy3kWRDxaLM87OLlgsl1RVfdJanz7308Pj+Lr+5E/+8xOTz98WSKkKMxOfWMNijFmLHh2uPIZSBRxL5goRpQSCxDgcsEbRTieEcEaMHkGiHx3aBjabTWb2WjG4DPz94cD19TXvP7zn/bu3JB9QSaCFwFqFthotJJWxaJlrJkppfvT5BRFQUqOkQVcVCR51875DCUArQsxsK4QsmWWpiXIdHqWZvy1+UGBWKjNMpXKqYIwB8sY+3mARM4M+aq0+pJxyurwwhRAYbRBkacOPQwbwvqfv93RDn0He2JyeVrbodILBeUYX6YcBlRRKKrTUaCXJcnXKiyYlYkj4MWC0IsVETAGKdCHJi0tIiRTgY0RJgSQihc5A6kIG1RQRUhBjQmtZNl1mYIVsl4PEo9OxmELZcAKhssSToiAUpo+PQKJuLHVtkVLQNDXeO9w4IiEfWs7RDz3jkItExtjTpozBoYQkioQxFZW1tG1DXeeC2HQyQYjMtKoqp5Tr9YbNastyZkk+EIUklvsSAnTdwPXVLbvdSFM1VNpwfXuNsJaf/eM/5PWrV1hb0U6mVHWNlJAEkGIGDgy2pPIIQcAz9S37xjCdtLwcXuKLhONDYLfdMY4jKSWstUwmE7TVJJEY+4Gb+TUxRG5vblDyA1KAEhISjOOIkgmpLc1kwstXr7l89YbF2RJjDJcv7nnx6hW3V9cM3Y7DbotWgZvjxpagJGgtEHhCGAjeZS3eOVbrNYfDAaUE3s+YTyt227z9bm9vGFygtpoQ0ql4BxSdPBJ9IBGJwZOiJ8YAPALhLwJjCDmzXK/XXF19ZLNeY41BSIkWisMYcqYoHkmEMjJfD+9x/YAbHUrJwvgks/mC+WLJZDqnquq/wZKfvoZTBsyn5iuBIKaUpQ2RUFqgpM4biUgIDufKew4R59xJUzYYpBYnxpxiwGqD1hprK+qmZZzNIUSCCwwukHY7EoIosrzXDT3XHz/y7v1b3r79hrdvv0GQmXxdWbSVGKvRyjCbzGgnNZPJBGMMQkiqyiCkoalnTBcXSKkYhpHddosWOWOTxpT3SMmY8muOT+o3f1f8sFKGyDfKVob5fEHbtln4t5bD/kBTa+rWUlU2F3hCLtxIKZFKgnx62yUQ8JFc8R1G+t7hRk+SgpQExlZMZwsEEiVzQW6sI7vtAZsSVkq0SBAjKTlSkogYiD7kwyGAUZroBClpgs+ar1QJLRMhOYSQWBSi3Bits1a5H/bEJHOh0Hu0AEEko3EsP69IpfBHAfsUBAlBIiJlRJELWkmAgnxdBAglUFpRWUtTWyotceOe/WGLrS6IUlG1tjy2yzowkd55UgGzVFLvw2HHcnmGROEGByEiU6TvBlw3sF3v2Gw2fP31N/iQ8DERAGJEUQB+HNltDryLb2knE6bzJV0/Yk3NP/+n/wk/+f2fMp/PADg/O8spasrAkGQpAInHja+1JqUsG8npgkk7L+AzIoTAOcfhcDjVEbTWNE1F0zYYY+i6Di0kq/t7FosFKQpiykU9nRI+BZwXpAB1O2U+v+T1q884Oz9jPl9wsXzgxcUlq88+5+H+nt1uy9hvmE1mbG6v6HcbumFASImI5MPCOSDSjR3bw54QErbIK1JKhiITuJgzJq00IfnMIo1EaYWQebMjBVHkCr8QGVAhIoTMBWdASUMioITMGv12w/3DLTc379iubrFSYbQBBCm4vOZ8JgzSGGIpAgoSWgicCIQYcB5mZ1Omk1yc1VrlGoiQpdAtESKTiKeyymMxXyBQZKB+LAwLISBFkhRYa3PWW+SX0TmcH8EFlAq4MeQipbR5jQiQWmEqg1KZ3TpdcbZ8gfeOw36PRDCOPWmXHR+mrlmtctb0V3/1Z/zFn/05h0OHlYJag9GS2lRYW2GsoW4rps2UpmkxVYU2RUYxNfPzC+p2njN6P9Dt1xhFlsasJcaUD7VStM3nZUKSiWRI/ldi4w8LzICWgqaqmc9mzCZTfAg0k5a2btAyMZtWVFrghgFfCiLHoodAIU+pW97Mma0FIokkBFKrcuNzujOdTiFlZ0XXjRy6ESXBaItVKjOGGAGV5YsTYw/lVYtsJQKkFGgpkCSMLBofkhTBu2y5iTFb8Kyx+QRPsWTN4pMKtlQSKUXW14vDAxIcrWEClBT5q0mQ5FM2khAyM2prNbW1QKTvDoxDzzCMWKFomoaXL1/hx0DX9XTdPtsSi1aZC5Ke/bhlVd3lYo6U2WYXE4fDno9XH/n48QPffP0V69U9daVyOucDUmgiFOkn4rqeYRzZbDaY1Qpta/6zf/7H/OQnP+HF5UsWyxkxRirb5PVQrsdTd46UsoByAWutP2EcsVSPh2GgqqoTMAshsJU+WbmEEKUIWJNSwrkRHyMEkCGhgUEEqqrG2pq2bVkul5yfZTtYZS3T6ZQXL16wXq9ZrVZIAqv7O+6vP/Du7de8++4tfhgR1tKQK/QueEY/MnpHSgIdFbauEVpn95DN+mWIEq0NPlAySIOt7Am8fIx0fYcuGqsoWV3WmHMdIjs1NCkm+r7n7vaW7775hm+/+Zqx75hPqrImE6bSeBdPNR4hcsE5FKlNq7y3htERU7Y/amOzrpuO6V0u6uWWhEgG6LJ2xbEK/lgHesroj7KGFJJYXEzHzLmu6+KOgdFHRueQsgdRIbXKmaYU4FMugiqFNYa2zQW1LHc6lBBgsjZ96PZ0qwdu7254+81XfPX1X3N1dY0QCWU0Wme5pjIWrfK6mUxbKmOp64p60ubio0/oqmEynWFsi1A2O3R8JgZSGxqR1/DocqGvqqqTe+XkrEH9Smz8QYHZyqyftnVFrTVNVWcGEx2VUqTkmLQVikgKASFz9ZZjMdB73BgQOJ76BVMWklE2+56llOjKMmnyxsQnvDbZAoNAC4nREqMEhIgfHb7YkTJDOeqQeREKCUqrXAhEIHRhA4X1Bl9SNZ2QSRMPWfsUCbTRpOChyDVC5qWbZZ0ni1cIrDFE71CpALfQ2dOVsg83FWkBJFJllwakvEFTyP7jhzsSisVimcFmsYRGlPRQYoyi6w4cuj3Oe2IK9N3Ax48fGH2p9pPoDzv2+x3v333H22//mvfv31JZaOpcLTclTY4p4YPHh0A3BKy1xOARxvDTP/hdfvazn/HZZ59l33kzPTlxnm7Yo93wKOHAIxM7AvXx60cgV+rITB41VqNtcQzo06Y/Wga9z3KOjwHpjw6aRDsxTGZzqqYt3vj2JC3Udc0wDEwmEy4uLgghcPnyNXeXL1i+esXk4gVf//wvcEOPDR5IVLZiMpmyO4xIlbO/yWyBUQmRwunauc4h4ZS2Hw8gKSWjc+x2W9p2QmWKFBeK9Uvl93a0l3nvGYeBrjtwd3vDt9/8NVcf3hNDKAd/YBgdiUhVG4xVKJltq8SIlhKlNYMfi8FHYEyFMRUgiFFk/XccMykSj/cg8ShBkkBIwVMF+WkafwTmmEoBvBwQxhiqqsqabALhHDFEQoyM40D+dYsRWStPMbPhYPM6Ukajh4FxHAjF9QGSbhy4vb3mYXXHerPi4e4e50YqI0oGrZHKZCZe1li+74q6zv57gCQTSlnaZkozWZBE/n5E4or0Ymz4hHQ94sjj2uTvkDN+WGDOuXhOJawhFs3YSkWsDCSB0RotEsl5RqkYCwDFojv3fV82d6lS+2wlU1qCMCgSQkls3VAbixaSQE4jdLHcNE2FFFmOgCxbuDG7GxICYw2tUgyjR6SEEgKpNbaqS4U2EqNHa0VlaySKIToSAu+g6wKqc8QU8kGhVC7e5VLCkyuSmYcQEmM0KWUmaitDShGlQISIFLHIG/m/bJ2DYRzoui7b/FLEhYCQhiR0Se1b9qZGqdwUoXVmwyFk/TJroJLZfEJKAiETXbfj/fsOiBz2Oz58eM9XP/8L1g+3zBcTtMquAWtrtFSlFiBAjEDKlimlefXqFT/96U958+bNCfDquqbv+5MmKYRCnvTGzMYyu3UntvGUdR0/f+pGOP7/OI6nDOqYIueDUHA4HMr1zAwxxpilGAFtO+HVq9fMF8sTe4vxUeusqoqqqoqPO+K85/zyksuHzzi7fMXlq1fcfnjPfrNmvVnRThqmizNmyxfYpkUA81lDdB2+2+P9Y0p7PGCODRbWZhA+7Pcc9ofcjFH8yvm9SqTM1+CYOWRLZM9ms+H9u7d89fO/5O7miqaSaCWpGgtK4ELIabvRKAHJO6IXKGNObg9jLCFl5wRSEiL4kAvwfd+Xe3S8D5Bz4Mf7E2M6FfXzz4pPgPmY2h9BWYpH/djaihBBFYtcCoEEjKMjBk+whmHo6fseLdVJCjGlhhRmMw67HVEUb/c4sDvsuL294f7+ju12gy3sezqd0JjMwiPgos8Zd1lLMeZ7ZIwhxZxVaWOxdYNQhqptiAGEkKjSd5FEWXsyEaLDu3g6cDP2mF+JjT8oMOvSWTQOB4IfS1olCSSkDmT1Kp1SYwCFwCd/8uSmmDchgCi6lta5etvYDLjZ96hQIrO/VBhQVVVMJ20x1Y/EFAjBZR+mlgWwsnarUi7OKCVpKsv8/CXT+RIRoe97Npt1Fv6lYtJOGXzPMPSMQ8KNd1TWZN3RO2ylMdKc2CIcGWF6ZITkaq+Qkn4YqSqNVWWRxgzIMesapVIt8M7TdR2VkqhBomzFMEZGD8ZUxJhBTiuLINuXsoY4nK7vkR1YW5FENtNvd2t2mxW73Zbb6498/Pg9WsF0UmfdD0FTWwRZ1pAxoY1l3O1Q1rBYLPjyyy85Ozs7sdajvHBc/NlB8mj5orx/+JTBAH/DnvUIVI+s+vj1IyCP40jXdVnCKGxZipgzn3QEbcVivuTFi1dcXl5S1y1KGYTIFfUMoqIwKU3bZjYWwoLF7IzF4ozl8pzbzz9wd3vN9ft3eOcw1rCIMFteZOaaHIf9A7u+xxdroTEV2lpCCNR1ffLsAvjRZb90eR/Ha6GKrnv8OSlz/WIYBrrDjtub68yWo8faaf4drVm0LYNzEBKVzRptDB4/CoJz5JK3LFkI1JMpQlmUqRic53AYkCI3R52AWRpkKW6d9OX0mO08tbY+PVwRkhSKg6MAdD4ALVIqxjBmK5rL1jM3jIBg2A4cuh3DOGBUlu+stSijGceRum1IKdF1HaR8BPTdgc16xe31NSkEjFE0lcnaclNhTbaOeu/pD3sqqwlVg4sB5Vxm1VLji8xidEUQoJXF1BahJJN2RtM0jH44rcejtJJSfVrL2v4GAzMiZl+h69nuVrRVbl0+jAPaSBpr8CqRvCuWI0eMnkTC+5FxlKduJ3XSvEAIg1VV1o6Vyam9lLmZI+TOpqyVReq6IkRH10ektMSUN8XRCzyOjiQFtTAEH5nN57RtzeWrH7FYXmCUzkb19Yr7+ztsZWnbKULBerNitz4wvVlxdbPKDoxivZMiezli6e56tBPJDFDxyCaKnKBsOWUjY4rEEDIMFrOokIKjLuJjQMgMmN5H1usNzkXq9oHbu3sqU5UUXTCMPTFmySGzQknT1Pn6EJHkbrr1esXN9XvWD/cEP6ANaFUaH8iSVEq58zGK3BWltc4H5KSlaZqTFYqYiKVw9/Rwyvcvd3cemw2OIHRkGkdAPnaSHb92bOmFx2ajcfSF2XoO+471es1+v2Mch+IKAEgnH62Smvl8wWTSMp/PT9X4YRhOj3M8APKaUxijUXXDpJ0xncyYz+ecX1yyerhnOp3y7u33TOez3HkmLePQI5Mjup71ses1ihOzs9aitERriVD6dGAeWfvxsLLW5tc0ulMx0RRQ6ocDd3d33Fx/ZL15KD5cmaWJkLDaYKwleI8WEkT2zOeW/7wvxhDwPmHbCS9efs7y4jW2aQHJMI4odSCJSHzioEoJtH7iOhB5Hf9tM98TmVGn9FgsFMXOmtm1xiZ9Kgh6n+s149BzOBzY7XZ470h1TdVajDVIrcohnyUG77ME0nUH+v7AdvNA122ZtBYg+JnYAAAgAElEQVRrFI2V1JWgaQ1tqT/0fV6n3aHDNbNc04mZKEhVIaRicK5kq3ldtm1LEpw8z0aYkyPHuSxlevGYHXkff+k1OcYPCsxRRIQCHwYOhy3u2AEUfNanZlOshBRL91zXEwkgIt5LpMxM2SpNFKIUIvJCy+mHRYmUnRSyeIZjxEdf2rVHEjndsLVBmQohNUJqlBaQQLeR2XxJ28xIIVFPGnwIvHj9hovlC0IIVFWTWWDdEEm8uHxJ1dRs12uu33/gw7srxO0qSyO+tAsXDTv43LCSSuqklMqPaSxjqfJrY0lCoW3uzuqkhL7PICcAld8bMpFE/hBaZaCWitF5uocHeHhASoESktlsRlvaVGMMOU0rnnEhBE3bIpUsi9ThfM/QHwhxhOQwqoYkEDGBzL7s3MobTsCYCvtp2zYX2sis89gWj0zE5BHxkTkf0+gY/d+wX/2yRoZP7VmPntf8edFcx55Dd2C327Ldbun7vjBOQUzhJJlIKZlOpyeAPzLXYzEROL0+IQSDlKA0qISpDNpOsLXBVnnmg3dDtlY1LWdn5yQEdzdXbB9uCCE7B7zPrchGZd28qqrTwSOEzJkNlOJ2bg56WgxNxa2kjWYcxkwSVhuuPn7g+vaaMYzZrRHKz5IBUUuFrSukyKMGYgxEkcE1xIRzARcS07rh/OKCV2++YLa4QKkKUfbR8cA6fjSpQVCBSiDKHI/0qdT0yT0lFVmSJ/e9ZMY6FzMlkhgz2B1btn1wRXMeceOAkYpQBSrTQFlzwxBPhdFxHNnvNnTdjnHYo1Vk2tQYKZhOLU1jqaxCG1kKlnW+JwVkBTLP2TCWGMC5jDsksEafZAmj7Ml8oLUiKIV342ltxeSJMROvXyQkvxg/LGOWAoXEp3yqBelIIRJSpGlbYgyMbiAVUX0cx7yZCRihTkxKFeYGWZfUOhdDtNJorZBaY4xGGAVSFbYksFpySIGYAsrmDaTrFqVzG7KQgul8zmevv2C5vCD6SD8OdH1PVU1YLBYMXU/wI7PZDFtXmKri8zc/4vz8kv1mS2Uqvv3mLd++fU8gkmTCpyy7HBsHsk6dWTzqSXu5ELkDS2RrUlVVzKbZZRBTAFE8kkoRyK9XSIgpp30xUFpXJYPLenw/dPjRcf/wwPLsjMvLS6QS7LpDviU7jdAKaTTzeo6Wkr7Pmchuv2W/3RYJxBFdLhIpKUgxEEMiBPA+0Q8DQggWyyVv3nzB+fkFFxeXtG176uzSQX3SJEH6tLvtF50rTzXKIzj+jSX1xAOc0mO7cize9/v7e+4f7jn6gwUpN9ggqcoQrSMAHB/vkcHJE5P33hNDTpEjEmUT2mgaLUnMiM7TX7wEkVuLF2dLKmOplORtt+Gw2xetO2/Q49Chow6ZD4SAeuJSsabKh1PKDUVH9iyEwJGI3rM/bLm7u+Xjxw98+PABKSRd32NkoqoUTVNn+6cQOauxCitMlhPKwex8IETQxjJfLLl48ZKXr18zm18glMWNA0PXlazHE8KeGNPpvtZ1fbpmj41jvwSYS8vr0VF1vOe54FxkDanASKRWjMGThERK6A5dkS0GnM9dvdbVHIdQDMPAfrdjtz2w2214uL9hv93gXJ8L1jKilaC2kqpSaCOA7O3WOjeYWG0QReu3Nh/SSQpCSqfDWiCyx7xcu2PL+MQ0aKVw8nG2x/F7iaMs9rfHD2uXUyC0QAdJDA7vBUSBsZaqnVJPWqQC33eMrsd5l39JaWplUKcPhdEaYxQp5K4gJSVKpHyRTW6VldoU10QGyCgTzgeQFca21LNzJrMFk7pmHB3NdMoXb77k1avPmUymjOPIbrdmvX5Aa4PQgqoxqEP20c7nS84vX/LZ51+wWC7pF3u6w4GmajFS0XuP1JI4OEKSJPUIMpAH6MSYZys477CqdEQGRXKRSjdcnF9ijaHvNviQh8vkrsV8K63JTTIxFnkhRoSSVCX1zW6FOtuNpCBESdvOWC5qsnf72MyTMNUUP/YgsmskRs92t0JpgUYS4pCr8joX7Jz3HA4On2RxAWg++/xzzi9f8ur1Gy4uXzFfLvKQGSIIRfD5sD2CoZQSIYsMcmw4kanYw0SeT1I09WOR8BhPN73WmpAiKkiUllibh9ActrtcwJWCSC4wV9bkeQiVQYisSwbv6QeHVAaEIlcnOFXVjzJMIkDKHtu6Bms1lampqoZJ3SAWC5KESZNlusykw2myntXZCXC0VGmdmxuQ2SucyE0nwfk8rS7mQUNPQUwIgUqK7XbLYbtn9XDPh/fv2DysynUNbA8HlEynw9uk4u7QAmmKDBYzW04ykEJESs3F+UvOzl5wtrxgsTgHBP1o6K3Kqf6YG5d2u/1JqvLeU5UC5nEC4PEgPRZsY4ylTpLKcK8syyVyM0sSIJXk2Jl7tLMpBCJ5ptOG7dYydN1pxELf9yBUbjIKkasPH9ntd6wfbri5ek+/2+L6ES0lQoTcSJYiRIcIASEqSDrPCClrSCIgRmQkY4uuEKKi7wdG57GVYHAjTYyENJYBWRJJS56jE5k0Tc5EVJkrojW/XNx5jB+8808qQZTHCndEKkPTNLnLaNYiCRwikDpCEhBT7rM/nWQ2G7mPjEpLhEinKXOpWM+y80cgtAEXiVHQ947VdoexNcsXC9rpguXinMlkgkiJyWzGl1/+NsvFOdbWdN0BYxQyRe5WD9zd3aCl5HDYM4wDS2tZLs+5fPGCs7Mzdps1+1evWJ6dMfQ9QuU05ljcE0ISybM6RJFi4FgEyR2EQmS3xWJxQd00CJm1M6UtQqgi3SiUNnnoVbEQOT9mcJYq689QZlnkzWybPGa1bWvmiwWLxRKtKe3AkfOLPJnu7u6KmARaW3KvfwEEk6UFY3WeCyEEIWaL1TFNs9aymM+4vDzn8sV5secZqqqmbprHlnU3MAwD0XlsU2NsLvseQTiz5FhsdE9B6VPW/BSYczZlqaqIc/m91nXDbDalaZo8CCrlgTNZspDEBN1hT7c/sN1umc4WT2SFdEq1j6n7fr/9ZPBOSi0p1eX1JZRWmKqmqg2VrU7zSXa7PYdDjywt823bYuoqWwsRBBIiBLpxZFLmquz2G7bbDUmKU+H0aQYBsF6vub2+5rvv3vLdd2/ZHQ4kfJbzaoMPkf3ugLGWGlHG0EaiocyyKBkKEEOgbvIMisViwXSai1oASucZG0ppDoeO1HV479lutwxDX9ZVe+rmfTr98elsjxjjyf3wi3LH6XeOPujyT3Zs2NOHMSZLGsGz2+1AKHaHAw+rB27vb3i4vebjh3fstw/c3l3Tdx2TtkIrg1K5jhK8J2qNCB5VyEIClGpzpi0E49ghtSUlRVK5+3fsB9JkipDQ9YfczSvVyZI5lgl+WVoDmbJnXyiN+02WMmQBiRgjUYBLESUSwmqqpqZpJ6iUp7aZzQF56EDK0r6bK8zGGJTWhc/k0zY/tsp6sdK5s0lppNDlhgRCgkDuXJLaoI1FKUPVtMxmc4iR5dkF8/mCqqqZTKZUlUUbRXSOh82a+4c7jBQM44g2htlsymK5YDKZ0jaZJXcXu5wSlS6pbM0/zgz4tEPqKQsi5Vm2SmW/qrEV3TDQ9+PpsZSq0MaSh8LkFtVUevJJiRQ8w3jAUKGNKY00OeVSIiBSbvEFihbcUNcWJQUXly+o64b1vYYA3kW8C6RTM4ClaXJXHTGVwkeNj4Fx3+d7o0Qp/oSTY2YcR4zJY081HucH3DDS7XcZ3CS5mKXII1PJkkRwMc+MEZ8y5V8E5mOchlJpnefxNnva6YTl+SXtpGWzecjFKpkHAh0dAUM/si1a9Gy3AyJN03yiZee01ZVRlY9ja58+/zAMOPfUlqnK3ITA4bCnG7oitQSqdoLRFqlNroOkSBgDyTt22xXr1ZSqqZnPlwghkUafrHu2ODnGcWCzWfPdd2/5669+zvX1Nc75vH4qja1a2kmDlgKBRusaIQ0+JobB5/nlSZRaQYAYmc/nzOdLJpMpdVWVYVei+PjzIXO063VdR3DuZOk7ShpHl8/TFvPjdYxlYNLTe3eUjjIoP72vWR+XIhdrj/KAlMexBRqE4tB37HY7rq+vubr6wO31e775+ueIFOgPB7x3BC8JKo+CzXOVSsbqA6PvqKo2S4BPDpPgQ+6StAIfPVJWpFjGx3p/AmG0wfvcaZoEmJIhABiZD5UkJL+69PcDA/OxFCEEpb05lXkWOa2TSpYZFgZTNShzQMhsg2uaX+imSZGQPCKp0wwOiSiT3wRuDHkgkYy4MWa/og9IpanrSbYrGUtlG6qqRYjEfD7H2gqhFKayNE1NIuvhy+WS7W5D8iF3ik1mXF6+Yj5fUFdNfg9Scr5ccHd3j7aWru9PflClJakUJ07X49RLn0hCIqTAx0ilNavVCud7Xr64xLmIc6B1Rd1MH1Ns7/Ogb5EbTIQQWKXQUmSQTBFp8+Cd5HuCqxn7jm6/YW8NRgsmTUNja5TIM3uzxVCy3+xYPazyY5qK+XTKfDpF69LdqA1S9CAHut4jQyY5h92G3cOaw9mWfjJlg8yjKM2eurLsdhvcMHLY7enHgdF72tHBfIlAMcbc/Sil/KRgIkQeK3n8f3is5h8jK0RHx0VuEJnOpvlgcJ43X3zGbvNQut1gMp2CFGx2OzbbLfPdBikzsztKDcc266Oe+FTnffToZitnLo5Ful1ktCMCxeHQsdlscS4XN5WtmE3nzBZLtK2RyuD6HfvtltENdPcDtmpQ2qCUpR8G6qo5FW6FEOW5elbrhzz/4dtv6fsOEChlqG1FZSvqqqVtG5qmRhbSIlD4GEk+lAJhtmMaXXN+dslstsDYOnfQlo7Vo0SR32vulTAmvzc3uKI75yzYe39y5BjzOPToSMhO+r0QuRBZPlLINZZjtpfJSzy5YyAfeHWb6wJN02BsTUi5KHl7e8vV1RXffvXXbB7uaWoDIs+w8aMDI7DWoHRp8lEK53KdoK6bPHujbjBKE5zD+4DzjrqJhGTwQbJdr7LX3FaopAlC4BEMQ48QUFU1UaTs7EqJum5Lc0nuhfhV8YMCcwgBq3OqXUkB0hPciC7pTQyR0RerTAzF0pMHzzR1vnDHhZJ8zBvZO4wwWZ8lt3t6N+KFpNYVowu4ECFlq5rSFm1tWfgqD77R2cdpTIWxFVrnTQ25ANM2UxaLs+wsQOJ9YDKZslicM53MUFrn4qNU7JXBGpurvFoTYq5Y5wMpa6VHJ8Tj6FN5GvQuhKAfehCJH7/+R9R1wzD0xJQZqpKGPF0PpBF5/i2gUGghqOrcECG1yq29QdEPkb4fGfcrNmOHH7vstJCR1io0kdXtQEyB9eqB1cMtH9+/I4XApK55eXnJcjmjKmmqUqZY/Az9mNO1YRiYTxu6w5aHu4/UVuKGPfPlOda2GG2wlWbo++xOcI6YBEPfc/Hidcl4Unks96SVFaBU739h2vgvTjrLcshj40XKk/CLFxa+f/cdbaVpKkM7nbI4W1I3E0KKjN7T9yNa9486bmFp1tY4F04A4UqH2ekPOujHkZx939HtHVrn6/T222+5ur5iHEeaKg9aWp5dcPnyNbZuccHT7xtCiAz9AddnkElJEtEkITk/uyjzkh8PonEceXh44Pt333N3f5flhpiLiac/JqEU03aau+NszhJT8qQoCnsv608ITN0ymSxoJ3NMVXFM8Y7FSoqt7ak2brRhvztwOBzKzJUD3udr7b3/RNo4suAQsyuJk6ac27llGUNA8eyndLye/anBJYVIZSusNkwmE5S2uOBP8sbhcGC/O5wOAUFASqhqjbWCqlK0k/y6jx271tZUtsHamrqaYIzG+8A4dhwOB0Dj04j2gs16RTubM6syNqQQiSIST1bPkA+zMir46KuXST7tVP+l8cPa5XwkppJOhDLwPgT2ux2beoVMEXzksO847DsiUBtVOnYUVWVobAbn7HMc0akMt7YVSRS9zuSFqa1Fm4qIpB97tLZMp4q6aiFBU7W5+ygKkiizOErB5uiVbdsJIPDjQEoCoyu8D5jKMp8vsbbO8zaAxla8f/chA6+SpJIVBDJIqKJHHTf4EahT4uTWSCmztd/+7d/i7OyM9XqDFIrJZFr+fE06ea6PTVZSgFUKW953Lo5mC5kgEYQiCBj8gf1wYHdYszus2G3vCe4LLs9eobVhHHpW63uuPrxj83DFtFFcXJxxtlxQ1xWVyWBT2YbBRcaRPOjeZyY7P5tS1YrV+hYhR25u31FPZsznZWykUMQY2O+3HPZ7lLZcvHjN6Hu6/gXOnTOdznJF3Fi0to9avIhE97iWMoMOT0AZhMjNI7kNuSuNQFv2h11mhslR1xOaNhdDJ9M85nQ2W+TirhDlL+BIoMfafOAe27Nj9KVxIL/fY6FNSn1i+G7oubu9QimBtTVXV++5vr7KRVmhqKqG15+94eLlZ1TTOcEHHm4/0nd7/NgX+2Zudd9st0xmO6bzBaIQGmNM+SsekcNhx6Hbk2KkqiyVyUy0MnncQW0sSoLVuT6DUkWKcfkvCcWAyLUuzi9fMV9e0DTTJ+3Y+fuk45+0SgVA82wJpR6lhe12d8oanMtNM1l3jk9kiIRU4rGl+4n2DJzqJUl8+pdavM+NVN7nYVwnG6U6roVESp4wjgTn0EqeznAjBdZI6trkP55gdJ5vg8oOFVuX+9vStlMinji60+vabjeYakoIB3bbHd2hZzJ7zKhSSnlwmsiS3fG1m5TQuowfeOLL/9viBwVmEc1xhhox5gFAhMRu32HM/8fcm/XIlqXnec+a9hgROZ2pqrrVTVKUJVmWLZkXlgXb8E/QnX+EAN8YuvDv8IUBG7AMCJBvBBmmZcAyCcGQbcoESFNkU93VQ1XXcOrUOSczI2PY8xp88a2IzKqm+rZ7A4U6OJWVmRGx91rf+r73fd4dLEEYvr1YL6NOkO3GKiaRtBTFNyRRKQVhpZospVMGtEUXBc16jbM1Rg8sy0J36ChKWK3EHOBsiTWF9J2NDDdO4vfTUdXVBVpbhq7nUls5piWV9cyVMJGtPDDJGv7sT/41P/vZz/C5Kpa+ugwcFDrvyI/SmacGhhA81onU7+72FqMV/+5f+3e4e39L6UqGvkfYGAaFoDsJgaQSU0jMIUifPrd0YkyEqAhR1A0pSDzUHMS+vcwT8zjSv+pZt2v8NHC/fc9++47KRawr2bQ1demonBPQTlGijaMbOpTKCNYE1jkub57TVCVNW2K1EmnTbiEsMxhLmj3LPNJ1e47dntVqQ9fteNjd8fLVBwzTh9xcP2e9uqSqGrSZs/lHqH1a2W9UxE/1zI9/jkzzwDxO9Icjd+/fM4+TBAS4kroqc1KGwyrLarVis9lQVZVUUdnscqrWdWFQSh5giAzDkBUHj4uLPvdADfM88earr0jRU7iCu3fvCMtC4QxaGy4un/Hq1Xe4evGKZr0hhIjTiuF4YB56XFFhbYWrWlmQtSh1rDXn1gCAdfpsMqnqEqUipSsgRuqqEIebEW9mXTiquiIZzTzB4D0hiYNUW03pGp49/4B2c0lZ1ec+ssw+TovnCaEl3gGbe84nx9OpLdf3Hfv9nmGQjfGU6yfWdkdZuVyApHOv/qlGW6MyPU9+2hmin4mIcpotKcuCkBIxLMzLJG2gUeSIMqhM6GRIeJx1rFdrVqtGsLARxtFLBBiiBNGCfxT0Q3zUrick+EIbQ4jh0eqvFNbK5zH1A3ERTLGKVk4kWp0NQlprgvs1dv6ZZCWKKUU5qqVE1JGAfKBpnsEn5jkwLgtRJ0qlMOv2/OGeFkyptiWBQAHkfmRUiaJ0WGNZlRVltUIlxTxOrFcbIum8O9Z1g4oC50fHnEzgz3jJsqhlMBOCAJCMoW4ayFpR9Ommkg/r6y++ZLvd8v7d+2ydPh3FH2/ckxFCbujHAZK0MgQu0x87rFFcXV7Q1A2HHE819D1FWWKsxi8SAUQMmQ9i0E6hpgmlDUXuZYeYkK8wxKixphQ9uXO4osa4kmVJ7B/2hKlj7I6EaaCuLWUhgaaVk76ldnkBjJHSOUKA/aFjnCaev3rFevOC9aairUvKQqy3SpuzTnx/f8/2uGccdkQ/MYyBJQxMywGfepawQIqykYVA3a4QvrrQuU7v37d5E6frNIPwGabf9Uf2hx3GaKqypKo1pbPoRMYxWpqmZbPesMn5gyfA+bJksmEuBuqqpqpkwTq1Lax97J/a7EBblpndwz398cg4jnz99RskZgkKV/Hq5Qdc3zzj2bOXlO2KaRqI88j7r1cUrpICwZWU9UrCBOqGoii/YbaRoaqEDAOs1ytSWqhdQfSBpipxVssQliy3C56UZM5RWEvUBlRBJHFxecPF1TOur26o6nxMz2Pr/CZnm7MM8ARkZJ5oyHPUWoqE4Om6TuSBw3BmjYievSQmGV4+fT1PlS8pZB200VlHvuRKOf/3/Ps3VcVx6KWFcTwy9gPTNFCVhqo0EJesOCmpioq6qikLWZgVlhRHkd5aK34EZ0kIbjTlQsa5Em2lv2ydmHNSrupDkJMAQWSAsjk/KlJOJ+PTAu9/nVUZPoYze9cnTYAMSFciXkfj58A0zvgUKasCZTW6kJveaA0xoMlvkHqsnkCzzDNl6YhxxhZrTF1gCocd5I2qW6GbnRYkrTVzEC0vU+Kwb3CFHE9KVzANY7ZpzyxZ6RGTymSByDyMFMaITtn13L59xz/6n/4xc5REYOsMKQaMknYG6gSfyejGk3kCsQvLTiwL0LxEHvYHHg57jmNPPw3M3pMUFFgCkpYgxhRgCaTJs1EWVyR0EBODRqOcEnB/JbpQo5Rk820uudxcUZY1cR4JjBhb4uoGlTx129Ks1hkw4zHJ0bYrusFjnMUfB6ZlIcTE9fNXPH/5kpurKxGA+QVbGKwtpcefJY2HfodWgehLwU6qyDz2HB9uWTctfddSWE3ITs2ybMSqW5RoLcfrU/jr+XSTh8jBi2Pr2A103ZFxOBL9QFVCdAprAppAVMLADko2qM3FhvVmRVFW52TnmIRLrNQievgcBtyuNjngdn5SMav8EAYmv3C/37G9u6M77DjstznJ3bC+XLG5uaJo1gLZKsrsCnVo62ROYAvKuqFoWopcQFRFTVzktJNUIqRE13V4PwEL7bqi6wLJKlFFOEepFDoGJLUyQPAoZSRxJ5MGtVGEGLl+9ozVxYrmYoWrCiHQZYTB+VIJFUHFE5cZ6Tuf7qeqwOg1ikAMC8s8st/t0UpTljVdVbHZrM/xZ66wFIW0j0ISTvlTE1E2ygpvJrcWTrFoISVGv3DsBo5dx+FwZF5GitKg15WoLrwihUBZyPssTllN4VrEzh9QylCXLYUtiBGm6RQ/5wkEXCVI2GVO0q4yWobsJKzKbBtl8BF01r677KOYZgmEPuWS/tts6qfrV67KSEkYaz5KAganvniSpJIQxCpqjaVpatZriSFyldinT2Q3yL0mJcYKhfj4o/fCZdaapmqxrqRTMtgzZgZtpQVhHdYKj2JeBsa+4/3bLJifF/w8Z84xTBkupJVmmUW3edg9oFRiOOyo65YvPvkpv/fPfx9XiHso5UFUPLOcda4ovn30lismsM6c7Z0vX77kL//l36KpK958NXJ+EggsSySmR0urGBPETLD4iXmxGVtaoEyJo6BqbK785fUXVct6IxH2JiWGuGDKCh1nKlrqpqBpGsqyxCTF7L0sHrZAG4UfB5S2TONMu97w0Ucf8eGH3+P59SWuMBz3+9yCKOQkko+Y3cOe0RjCIrl4yskgyChD3x14/+Y1yzTTthfM00zdtJAsq3YjGtRcbalcmSxPVBMJIdsdjx3b7R3H4xalJsoSjHE4nTneyZOilVBWEoUT3XNZiW73xHgO/sTgmPNJzT5pc1m8F6u5SNgiwyCDqsPhwOeffw5+RukoR/iy4urqmvV6nWWfxdkdNp+4MCoP2OqWerVCGwFfjfOEmwvcOGAWQ9d17HZbhrE791mdM1iXHbBaFsvCFCJ103KSiEF6xUrp88JoXcn11Q1X19fUTXN2Iz7tA597wOo0E4znucipfaS1qDW0lfYIShb949Bhhp6qqpjnkbaumcaBqpGkkKIsshTvEZH5bcu9MRIIoYCU45r6vufhYcv93R273T19f5C8Pl0xDT1BkROs5ToR/M5KCQSrW5YVaNHlz8vCEhN+9ihlsa6kKGvqyuCjwYdA13WMfQckfNehclybMQa/TMRc2MWUzi3PsPhfb1ZGkKJRYuNjIqh4jlrSSp1Lf5ONCavVKhsEZAIr0UqIS2ueIIXsr5fwzeQXRr+gY0Iie2z25adssZwk568oMeaRFTEPM9M04JeJ/f6B7d0lz58/Z9W052a+LQsqJ9hPTWKZRg7HHWEWROUf/sEf8i//5f/D4dgxZLTlqRcpVYDIkrT55uAjpWyOyUdkY2TyPQwdH//oR/z1v/ZXKJwBtVAU6qwA0Ig7bgkLcfGS7qA0CU+MMzGVQDonUBhXsoQloy1b6mbF5uKSqipZ5gk1W7S3oA1F3XJ5s6EsSmm65A2zqmui0iw+Ms/CVjj2A9/5/m/x4sWHfPjBd3DOslk1bNaXj3ZdZ5nnhbevv+Sw2eKnDj/Pj3Sw4PGLZxoHrC2JfiGFme32HdPUUpUtx26LNS4P0KSS0daCkjnDcTiKASAl+n7g/bsveP/+C8bxgcJK1p/K1fY8BqY4S6DuiR5nDE3dSCrMCcA/TsyzP7dOTjwP7yUEV4A58nfCAxnZb+/Fru5ngp8pCplblHXFxeU1zWpDWVUUhT33Wk8425jAFZVo+ttW4sQiTOOCszNJHTBGcTzs2O3vWKaOqrIED94aLGIo4sQtye5HYsQvC0FptC2EOVyL5Xh1cc3F1TXr9RVFPkWeZIpPuRhSBEjk2jdnPE96wUEq27IsWK2bLDWdz22N4/HIqm25jtegdZasWuyTRfmE8zxVzieZog8BqzXOySnY57iteR45HrbMY8+6bcIkGdMAACAASURBVOj2C0YbUhKTUkweVMRah7OFNGiUysoV2ZiUcXKa9YGoDXOINGVBVch9VhQF45IYlhHXH7m9fUfVNnifsM6JQCDPCtq6kkFvFmOd1pj4y9flX3HFnMlSMSUBv6d0BprIm5nOb1pVVdS1WF2FwFUQU2Lx8hCfhi7WGpzWoj0MPjt4ijOyLwQZTBWlFQqbEdlQzHpQP40cjnuWYU+I/kxJO+wd0Z+kPQodPLo1lLmPGJKn6w7c394Tl8Ann37K5198cbak+iQ968La3MNWRB/R3zrSpNy/kyOtUMbGaaQcDWVxzTIPlKXGmoQpFFpD0JCQYYT2UkfbEy0sBUIUkE9Z1iJ3UiarCzSFqyjLhrZZUxYnqNEoR7l5YfGRy4s1l1c3snAss/QnYyQpS9fPdMNISIpjPzAvge//xm/y4tUHXF7d0NRigvBeCFsnudSxO2J0KeklSTHOE6V2aO2wqsifZYlWVvIdk+jd+/4AJKbZE32kblq8F/ZyUTXE5EWiNg34ecqyqY7t9h1vvvqM/cN7YCZFhVIOUmScZpQRIL5RjxWPzqnfphTWtNUGrUfGcT4Tw4Dzz1dKqHmHw0naNRFCpHCG9apmGmDJAPqryxtevvyAy8trLq+uqOsa773Y3a0RDTSKdr2haVZcXlyjlFTHCZj9QuwDMczcb79me/+OZe4onGLyAr2f5hmbSqmai/LMlElJQiZ80pTKitvSGqqm4eb5cy6vn9Ou1udF8eRuPN2fT516McXTEVcgXaf+MALmPznfTu9nWRVMk6Pve5G+jZOon5R8XVXXWFNgnT1vfE83g2maGMdR2gbW4sqsgJk8w9Ax9Htu373BWcU0Zznj7PHLgiZR5ngo70NWeEgr8dQ/LqqGomwZ/YJZIj7NzD7QVAYQ3npRN+hGoRfJFjwcduz3D3gfqJqGsVnRtmucNUzjSEgwzQJOU5xMNL/GCSYy+bPSr1JRKhYVSdGcrb9lId7ysnTfEKj7LOw/6RWNVVTOnrGB0UTiktnL+fgTvGfxAm+3ViQ7KTfwY/IMx46UEkPf03eSJr2+uCTEhTHT3EQdYGjdRuy2dU3TNtjSMY4j97cPvH//jhCSxDYphQ+PVt5T9JJ6UhU/rQi0lqBYOXKqc8+0LK1oh0vDu7c7VFwgT5hd0kSlWDxUpUXceVZAN/PClGV4uj9SozAmyrAmKbA+h84qMagsif7Y0R2OdMcjRsWMAbUS8Go1YZypKlm4D4eJflgYp5k3b95ycX3Nq1cf8sFHH3J9dUFZV2cy2JIz7qZpZBonfPDECHMMLDFQ6pJp9jT1KoPIJbrn2E/oYsjUsIlxXkhRMY09PsxUZZOrK6GoLfOCSgpnsixwOBLDwtAfGfoOGYgrAjnHFgEvFUWVj+enhJwl9/rNEw2zLFYS0HDiijyVzUlc/TxP+GmWRbmtub68IK1X3O/uKQrHxdU1VzfPWK0vaJo1ZV0Rux5jDHV2y6WmpW7XbC6lxVQUFWVZst/v8TGwv3/ALyO73R3H4wPjNBCWmRQC09CjI3igbhrKwuLKAmcKlDmZh+Q1lWUhp46mYXP1jPXmkrpuz249uWUfF8fTvfpttyM8mn1OrYhT8sdJw+sXLwtlPhWM80I/Dqy9cKBDSKSQCEgieNKPG4H3ssCeNsSQVVjzHLi9vWV7/55Pf/Zj6eM7jUL4zWFeAJUlthJYLAXISQGVYVrKUjcrimbFtN/hqoYpL97TtNCsNMkU1KsLSqMpQqJ/eKCfRgmB9oF5GmUAr2Ce1hwOe8w059cWxGegEkr9Gg//jOIshRH5TcDkHL/TpbWAYU5pEs45pnEhqQygnmamZcYl4RkoTmQ2ycqzhcOWBUpr0VT6kG2nspuKhlPE8H3foxJMc8c0jPi4YIuCG/0MbQyuqKQfWJU0bct6dZFZw6XoWpfI7dd3/OTH/zfb+y1lVXEcBpFS8WQw+eRefmpRPV8C9gBU1qpKDuE4HLm/nTkeH86a3ROMXHIFLdaINTUpmzcETwyJcZiYZ4kVKsoGo2Xwk4JUJVZrlmkgBk932HN/95auf+Bi05LSM4xSEpaqLXOQIcvDfuDYz/ig2O+P3G/v+Zvf/z7Xz5+fWyanXp41BWWRRFWhNXXdU9UVS5Lkc+1KfDIYbXFOnJOubKjrVhQRUYZUWkk7So66nsPhgWka8UGyG5XSzFmWpY2i7w5M0yDGghw3H2Lmp6RATBq0ZdVc0K5WVFUtZoC8Qfts+be2OL+WoihwZcE4zPhlYZ7HsxTqNO/o+47Fy/B5s14xX10SvXytKWueP3vBZnPFer2hyfdQjJFqqqjKkraqKVzF+mIj/6zXYjtGTpr7456h77nfvuPu9kv67l4sx/OMnwPzuFA5K2k72eZurRXr/rlfK3CnqnDUTcPm+jnri2tWF1dUbYux9nyvPm1TPF2Qvx2hJM9UOLchT3p8Wajl8ztB+Kdpos9S2MOhx9otwctcqKpLirLAFY8BCafveT4dZ0TuPM9sH+744ovPef36M5axI07Qdz39QZjNhbPUZXG2iIuuuqWumjxwTNiioV1fUlYt3eQxRWKYhKI3jDOrmLCuomyl9RcV3MbAbvtACJ6h76iqiu29bDraWOYQqZoVMckmVTzBR/yy61e6MJdlwTRF/OJFqK4tVsvx3TxhziqlvgFFkcVzYBw6ljnIFNdoXATxcHixPCqFdQLPDovnsH1gyi0OV4q7KpBYfOSY5UwpeuIiPeZmtebi6orNxZUc/4uKoqrETHJ5yeXlJVXTUlUFMXrmfuCjDz/iB3/2Aw7HAz4KCyAkERvFJ8fAs0stvxdPKw2UOsNbUkhEE7MQH4apI0VJ4w4RfHq0shplsCfBvNZURhyE6XzklrQMGRBaoV8lOYJrREc+z5OAfI4PxDSDqvDLKN7/FLEK5mHgYbvl4TjS9Qv9sPDu3S3WGTYXF5Q5pURaAznjxGRHotLUpYDFi7qiahrazRV1XBFSxBlLvb5gHgdMkliteV54uN/RrmTRnMYx5/gVTNPAsTvw7uvXrNctdd2QYqKqaup6JQzpPMCV4avO2lSxevuY8Itis7nkxYsPuL65oawrtEFSM1KigPMQTGKDZKGaa8+8jIx9Dk0l0vfCV/ZhYRwnUozUVcnFumGZZ/Z1Td1ccHl1Q121lFWDtZLWYYzokEEWs3a9YnN5ycXFBRebC0BYETF6+rEnhIX9fsvt7Tv6botKsEwT0zAyDyNlW6N4RIpqa1BGUoOUyXl2pYSsFkVNXV9gi4aqFsebseZ8T/5F0KSnmvFvM7JPLRN5hhNV2VAWNda48/DQGAvaMvYTD9sdMSTmyTNPMxcXa5q2ooxF1pQ/Lvwn9ogGFj8yjhO73ZYvPvuEd+/eYAnMfua4O2QZY4GRWM4c0Jt11JWc5gAUhqpuaZsVZD+DtoZlmhinkRgiWjvazRXt6orN5pKYAsf9gePhIEafwkCSYb1KsH24x0doNwtltWKevcgziRTFr7HBpKkrUJ45BubgsVkf25RVhnYnnJZFuWmqx7y1EIl+xmlDcgmVctBm5lOYlFAElMm+/pSPvX5gnCameaBZX4l43jnO0UJEljykMc6yubzk5tkzirKkrluUMtjCSdp2u5YKPrdEpnHh8vKSTz7+CX/37/5d/un//E+JZ0jTo/36JOk6ufDgF0HiqLzYalmMrdWSzWYUcfEokvR/gyYmgzUJp7X0Z22RY+81RVWIlDAPavq+B22om1ZQqEmRouc4HHLQpabrD4RpxseZcR6ZRwfRM489yc9oFLv9nru7O4YlsT8O7PcjMUbBmxaGcepFQpaP9wpRY0jbJrcGMtby6uaGqET7DRKPdXN1xd3tO5alZx5lCHs4HkAFXFZeVPUabQ3TtND3R46HW968GQnLjNaWVXtB015iC8fkJYFlt9tJoyFpgg+SMYlGG8fV9XM+/Og7vHjxisvLSwpnGcJwPkKfuA6nAaVSithGlqVhbMQV6HL/susPDA8Dfd8R5g5jFG1TMRnFarXi2fMXcv/U9dlpdtqIT0MvkAr/5JhbtW22PVtCjGx39wxjz93de969f8c0HAUYP0vajyzgj3yJc3pMRgBorbFO3LNlUVDXLav1hvXmgqaVhdnlechfpMg4DbNPv/M3rfCnRVvaeMl7lEnYwlE1DZvLK5LS2KKnqGY627PbHXj//pah7xn6I+PYcXG55uLq4qyPTvl0fZLKLvPM7Gd2+y1v3rzh448/ZhgGLtqKum7AK7p+gCitUptboacCT2tLU9eEmIhJ0zRSHPhJZgORxO5+y37/gLOOfhzRVjax1WoNwHqzpT/uiH6GVEu4c9YtG20YhpFx8Sh9oCxrSmcpnaGqil+6Nv5qK+bCkZJimBfmmLBFTbtes6rLnLYsnIwiu5/aqsUoTQgLWivpX82agOh9ldYkq4TlmowsPjovaH7kcOg49gMhQbIOW1X5Q1OUpWOeHc7JIlFVLe1qhbEFdbNC2BkFVVFytb6krhuK0kpsvLIUyvLJTz/l5z/7KR//6GOa1YrtfofGUBolmm1A54VaG2GkqQyhVSlrQTU5FSQA4qZKIRIWiYBKpsAUK5ZwlEDX2efp+akPmqPWncsVgYYcZ181K4qq4fL6mQz6UIzDnv3ulv39Lcs4s3RHlhiy6UR0wFGJ8kWlyDD23G7v2B2PDD5xOIwMw0zbtlxfX+DngePugXE4sjsaktG0rUjwbCaijdOCLSouVhesarHVT35BGcX29j0xLCgDycPh+MDhYcfhcGAJglasihpT1tRlzdpesQRPd/uaw/Yd3eHANHvWbcXm6hWr1QWHw453b79it78jpgWNJFV4H3B5Cn9984yr62uePbtivZLqNAWBERl1cvLpbNt1Z7XCUzmZLTK6811E6zu67sAy7lBRZHJKQV1VXN88p22bXMmaXLkHNFY0rjGdFSx1WdLWNVVdCCHQaY79AaM10zTwcH/P/fs7UpBNU6FwWlG3JatVdTa6nNjASRxUaC2GmqrOJ5bNFc3qQvr7Ru5rlPgKnl5P2xkxprNc7dEFeNLjqzx4/6YRpqrEdBKCz0PWQUxEMXDYHzl23dmwk5KgWwsrRplpkWFu4SzBi8JjGgdu333F55/+iP32Hc9urnh284wqa9APhz27+y3TeKQqLc6c+M75RK4UtizxIUmAwLRwOPYsQ88wdhwPW6ZhwKvI2I0YpTBWyxqR4VBFdlg6I7mctqhwVUVMhsl7SlswTRMPD1vqSpLSN+3ql66Nv1rspxJoick7bVFUIolrK5ZlZpwnFOLlL4zGakVdFgRncvNcobXHR3Cl9H41nhAWyfjL03WnnURJhZlx7MFYxrGnWWbRJtYVzDNNSBwPC9YKE9pYe4bxl2VFWRS0zSnhWdxXIUameSJ6z+effcY/+19+l2HoH493KTNuUzxjBB8nzZyHTRIjRB6Ecv7alKQXuFqtKF0lJDBGwBLDjE+BotBEDD5qknLc3Lzk5sVzrm+e4axlytKkYRgwxvLsxQe0qw0pwWF/R+E0YRp59/WXLH6hXtVUTYsxmpvra8FeJhimkcP+yO5hz+HYcRwi0xiwtsj68garFX235/bt18IrXqRa36wvmXMAplKJonC0VcWf/9m/4ac//hm/8x/9HVKhmPuO6BeadsXxuGO/f4+fxGB0PB5p1xuevfqQ737nN6iaBh0TV7vn3L5/w1/+mx/xwx99zPu7Le9vt3zx9R0JjQGmuZfwVWMgSuKKMWLBLVzNxdU1FxcXtI1EbsUsKXtqsdZ5iHx2c2kjMH7zyFRxRgxIh/2Wr5XieOywqae08jmv1muev3hF3a5o1qtvDLSnJA6yvutyb9ad+dVlWWJOMCznSDEyDz277RY/TWiVCDHhjKGoKlZtzWq9om0a6lJaARHppaIVRVVSlKXgcHPxUVW14EeVAIRSOrOLfuGKMWap3Der6KfaYzJf/OR8g8d0nqfuPlLCL6LfHgZx7HWdwbljfn8UxoieXCkhW4z9SD8MHPsjn332cz7++IdcXqz54NUHfPDqVb6/E/vDA+++fsP2/dfZ3WeymzdRZichSRNRDBkrsL2/Y7/f0/c9h4d7ol8ICZGRKsEOnDZlOe3Ia2/aViD9SJvGupI4BSFmKsU4wt3dLc5Zol/+4jc2X79iuZyYAJIGpRPWZmG8FWlKjIboFQRZbENcMKbCGcey6CzIF8efUgqrENtzFEcguAxLl0W0mCZcIbhI64xUZYSctiGc26puGPrTBFmOr1VVi/g9U6ysLZjnBVSSPDUtw7eyLPnkk0+wRcU0SWsg+EiIoI1BfUss/833Qo6dIAOsmCImyf+nMxZVKUNdN+wPA+t2A/HANM3y30rpp682G77zve/z/e//Ji9efogzjuPxQN8dOfYHliWwWV9SVCXeL6zXFXXp0DHS9x2H/Za6abm8lt7mZrOR9OMIwUtPdgkJhUMR8wCpPNvjj92e+9uvcYXh8uoZKaWzBrhqatCJpqro9vf8wb/4Pf6Hf/jfs7174Ec//pj/8h/8V5iUWKaJd9v31E3F/f3MvttzsXnG5c2HvHz5Ed/7jd/i2fULnCsorOPuj/+I3/0n/4z/+h/8ff7e3/sv+Kf/6//G9dVL9sOBcRzYPWwxxgp/OkrCsTFWhP4BjHXcXL+gXa2lfVDLAljM5ZO2k3zGZ0wl6lxRnhaksnTCBFlGHrYbbFnwsN9RpJHLteRCVplit7rYUDeyMCsji2CICyDV87jM2QFqstyswGQXqEYofPvdlu64l9xChB9SFgWbdcN6vWa13tC2K5yW73FiJRsj6oO2EUmcKQqqqqZpWsq6zBTHpy0J8n2pvvHn3HX7hXv6sZ0BMsl+TC85KVvOLT5kg0vxsd0y9D2Hw/5cWXs/Yx34sFCVjnk07HYH9oc93XDgBz/4U+7ev+cvffQBF5sNNzc3XN88RxnN3V1FWGZUmBm6fZbMZoXHLEk9ZaFRytDPYul+2L5nu32g6/ZM/YGwzGcFjmSFemG2ay33lZGhqn2SGWqLElfWrDcVrihZfEaWBrGM397f/9K18Ve6MC/LQvCBUxKFM/pRIhblHz/NKJdYcpTPPM+S8uscfg54vYguOEm8DNnyLJFMQIjno9ESPEolvB+Z44SxirKus+g7QbIso+hHh2HEFR3BSzzVarXCmTz8OWk4YwQkdbs0mg8/+oj/8Hd+h9//F/8n0SiZajtN3w/nAcZjlfDIswUgx+tIRaZEpkVCpcAJQaqNQ9sKYwpWq0tSUoSww1lH0zS0qzXPXrzk5QcfSpTT9UuqquJlSvT94VwFnFQH3mtIBcsw4MqG6+vnophoC9rVivXmks16g18WxmFi8oF+9EwLhGSI3ou+11h8dl9pAw+7e3yYub19R4wLBgG4XD+7QQPHh1t+8P/9Ef/4f/zv6O5vaZ1l6Q40ZY2/uMTPI0uKjN0DF6sNVVFw8/y7fPDRb3J5/ZKXLz/k4uKSqqgoy4JxGFiGhW535Lv/8ff427/zd7Da8PFPfsjD/S0Kx/t3b/B+QCFtGRAYf0JOauvNRiBWGWEJMjQLp3QSst7+rNPN8KiUwGT2SVBQ16zyqaosSw7HA2UYqK1CVRXrqwZXlBlOZLNrUZ9BSSdFwzTJAhBI0qZTj0yOfui5e/+ezz//jKE/Alm7bg3OSeDBatXQrles1xv8ItgCmxU8tnC4qhQ8gXPUZUPVtJRVLQyYJ1Xv08X4qRpDlBYRFeU5O1XXWpPlYI8zlfN9rqCwEqxATNCIFJQUibGVxyBX09M00Q/Snw9hwdqEIjLX8hxtt1vev3/Pu7s3/PhH/wajoLSOwgjprmlblDPsuz1VU+PKguM+oLXk9ykMyxJwSnrNPgJJszvsORwOPDzccdg9MPQdRskcwvuF7nAUpGe2j7uipFlt8MtMXDyuzHFlZU3drilr6UdPs5fQ59JwazRD1//StfFXuzBHaUPIxpoIfiYGTwhKKFHTgA8zRWmZ51Eq7BQk/FILxc14xTiJXVYvGpUE+G2twejiTHM6DfjOUUE80p5OO7lCMbkSrTtivolPEKMTexakIhDkpj4bAmJKdMcjP/3kZ7SrlsPQM82zuJlOMHmtGZdZJuPZSnwylKQk1afWuRLTIiesq4rnzy5pmpaQFCoiOEGfWDVrhn6gaWtW65bVZs3l1RWbzQXtas3lpcixYgxs/IZ2vWa/e2AcRoa+J2ZZnlKOul6zWV8zDYNAaZTFFRXKWEwyxDgzTp6uX5iXiI+RojLEpPHJ0w0jSUMZEj6KlBES+90dShlunkdcYfDDkXdvvuDLn/6QWi989/kG7QwxdMzzmFOjF2KE0jRU5UaOhdpyubni+c0zNpsLsTJrS10VfPXmDaTExeaC0jn++t/4G6hUgCp4/fpzht7z5vVXzEsU5kMEgaZLknjd1hSFoywzL1g7sGRjjH88fmfXWQoR7BOJWJLK2RPPx9u6rokh4KcZ4sTQdY+b+bckks7YM6xHgEQz3s9yD2SpmZDuJCn+4e6OL7/8OZ9/8QlRSaCpVlrCYJuCuikFeFTVVGVDcrKZnCrmIhcXaAVGmDHnY3nuB2tliBkg9e3F+dQvfnp9W7/8VE53+lq5tZ/wsZ8MFEW+2uZUc7HnL95zOB7puyMpzpSFo13J7/7w8MDDwz2fffJTtEqUVSk94sWz2+2oVyswojdPWUgQUGjjxMQWFToZ0AWubNEpoouSfplAaZZFfg+NkCJDUufn9bRxCctfs9lcEJaJ/njM8wbBnzrruLq6om1XJDRFaWlb2bDvf50r5mFZmJbEtARQMYvOewiFLMzzfE6vODGRT7u4z4ulLLKgSaSwsOSptCsLlMqLt4bZTyzLhNbCpl1fXrFqN7iizH1cCwnatmaZK7zX3+j/zfOMyz54rW02reiz5nq/27Hb7cSuOUqeG090nKdd1kRz7slJ5SXzeHkAIaaIywPLwkhIbX88UDcFLYqotDiUCqk06qqS1JETX7YwFK6kKkv5c+FAl5SxkGFPUbK9vydMC1GJEqZwJXXVcnAl0+LRIUEyxKAYhoVxnNne73jYdQyjZ5oj8+IpCyOELeUy/Oea9eaCmAzDFLCFELW6w5EY3zD1A2nuefvzj/nBH/0rSrtglOblB89oXryk6/YM08KyZAs7GqUsfpFQgMJZ6rqUk5XS1FVD4Qyf/vQnFEXBJz/9Cf/Jf/6fsa5aquYK/5sJFRVff/UalGMahSkSgscqqBsDWp81yieNtbCtZZj8VGVwsgNLOySSkPbS6TLGMC9jrnoXpl42wMYGYkrMS2DoRvpuYJ4Xgp/PhcOpPZJCYOiPxMV/o58dgiRBH44H3rz5gp/8+EckH7JOWUxUTpEn/iVNVWG0xCOhJTXGaUNSitKaTE+TVoJCrNnqdA/mzSMlSV7/dpvi28aSv8hk8lQ+d/57nSFHyWTzSpLOY35OoKdqatp5xRI8qY8s88zkZ8I8MlnFMlmmeWa7e2C7vePdu69wztJUJeM8sN1uiXnYvnjPuMw83L7n3d09fpoYhgLnKuYgaT6ubtFFJdV+TJTlAGZHUbYodUBpL++SLSjKSrIjXUFT1ZIkri1N3eBXG+Z5OhvcxLQir0vi7wqce07btmd12S+7frULsw8sQTqrhbVUZYFOMA0TPghk2xYCJT85yDA658u5MyOiLJ1YVL0ckTQw9kPWUxpS8KAS8zJhXc3FxTMuN4I2rOoVfaZIJT+jErlfKpXC4sUCOgzD2Zv/iHYU/F9hHPv9nk8+/VRuUi3Vy+noG2MiJLFfmyyKP1dMKk8AnwwCIZGSoBPbpuTli+esry7OlYU2hqCSkPAUMvFHtMh+nkWZMIzSnwszRhWgNGVZ4YxhHibGqj/HA1nnKOqSpMUBB4FpCtzd7QDFOEzc3d6yvdtyu71nnmfR2bqasl5R1mua9Yab62sKV1CWms26ZVlGUNLbTH0vyShvPuOP/+D3+GDTcPG9l1hl+c5f+ohtqLi/vaPZXFBYGfi4smBaAoduZDNOdP1AyLwRowt8WLh78zl//If/CqU8X3z+KdPujqq8obCOZ1fX3F1c0nUDIcC8KPwiy9EM+JgoXKQoalE8GIOx0uKIUT9u/ErQpt579LIIvzknUpinrGLAz+JMG4aB/WHP0A24NmvqrcMjLZ9hGM5tJZJgQKVSFpepMYamqjGZpRJCoDseuH3/ni9ff87bd1+JIUtJj7YwkhRfFoWwsq3DnTS6UazSp5DRGB1kJx5Gg87pzdoIKiDFHLqQ4NyKeKyInw6wz+Csf9uU8BcugePbZMlyJOqmIkThHjcpsizt+TS7TBPzPBLmibhEhsPCcTiy2+24f7hDx8h6JUPneRi5297z0B3Y7h5QWVq5e3igezhIL9lYtK1IyWBdRdOsKJs1ychn/XDsiEpYMklbyWE0mrppqeqa0ok7NCUBkjnnGIYjSctmJBvtI8c9+khdt0zzTF23FFWJceYv3LieXr/ShXkOnogVc0hRYvQjizUE+XdRSPzOZrNhtVnLThUCU9eTz+Jyo6R0voFTrkhjlMpl8ZNMX7WjWje0rSAuq6rO/AglN69LjP0jFD8l6fUNQ0/T1Pg84JJLo/XjlPl73/8+r19/yevXr9FaMU5THrgEUvLn48+3XVJw0oF+wxDIic2sUxIWRwgUtUQCkQJ+kmyxGBeWZWaae5rYEr1nGHqOxwOHww6lNXW9oiwqjFH4mKjKmvX6gjZEHg5btJV0F5nYG/ziuds+oNRR3JXzwnYrJ4JhGKStUzXU7SUXl89YX1yyvrzi6uqGddtQFibDhJIcEVWirRtSnPnhn/8J/95f+T5Lf0+k5NWLD7m6vuKmuuH29pZVSBRWEXHowrK+uqRd11xeXGOzKP90PNYx8k/+8T+iUJHq2Ybj/j0/+tM/4q/+rf+UudsTQ+Kw37Lf71gWzzhHYpRBD0HLkQAAIABJREFUT4rZsl9B016gjT1vinI9WuUTnCtlpRSzlkVQa0g6oHg0U5zSNe5vb/nq9RfEFKnrFUVV0m5WFGWZDRE72vrEJpFB+DJOhCUwDxKbdHoWThmCyzJz9/4tn3/2Gfv9gwwjc81LTFSupLRO5jOAVWKs8ssi8WpZCeCszDGwFqUNZ05hDhdVSmFUtmOrR8XF+Vn7tyzMT00oj+aTJ3f0Wa8PymmUtmflRruqzw7guvZMy8I4z0KGC55lGvFJTtR9f2S/f2D/cI8iUpXF+ef240h3f8f9/b0YROaAXyYKoynLNqfhlGhXsLm8Yn19gysKAoihxlqSMpA52IqArQqa1Zq6bqXYmRcOhwO2KM5ICJ/jz07vxbIskvmXIl3XcXX9DGs1s5c2Tbj4dabLxUyQMpkGFxPLPGFQEKRqNMZQVI2gD6sVVVFB8pgk8BF0dhEpzcSEN7NEgyuZSKjMJkw5jsiVZXZctaw3l4zDIAvdMhP8lHtxAZUQ2zKib0xZGiTiiQjB45GB4lrDMsz8rf/g3+f3/49/zuuv30qaQv7ZthQdI0nhF0EMKnXCnkIKUdCIJJzJ6bwpYog4m3BOUTWl9ItTpBtkJw6LJ4ZAf+zRxlFWM8siC8O8zAzjhDEHrJHXoVwhaEujKFsZeuqhoypr2qrFmYp58cyLJI0sUTHPnkMv1d3cj/I7OsNq3VKvN1zcXHN5cUPbXnB9ecPFxZq2rYlJpE9DdyQsMy7Bn/7R/8Xf+Z3fZtx+TbF5Bakg4nk43lPrgr5XaO3wTU1SI0VR8L3vfp8QI/Wq5uLymrJoRZ3Awmc//Sl//Id/wHc+uOblq2uuW8W//pP/l+cffY+L7zT4ZLl72LI7HKQtFhIqSWxYCJBMIs3LubcMAnw/M60FOEzisYVxGsQuc0Bpg3aakISPcUKCLtPI7buv+eLnP8c5R7u6wBQ12hasL68oSwkK6McJfTxSWic6192Ww2HLMA8si8RhKaUyORFu373l/u4drz//OWGaUFaDQyKiUhC+hFYSRRUj4M/8Btk4pP2HEsC9shW2aNAux1dFYasYY4gqJwrxLQWG/qbh5ClV7hvuVU5tD37h70+XMYZ04pInaBpY5oV5HFlVJaFtOO6FAkgKDF1H1x35+t1XjFPHfrelqSs2FyuUhjRFXLKEgyAWrLVSGCRF00hO52q1wRojrt7r51xfvxRVi1Ic+g4VEXkekqCuipa2XbFpLzAqMc1H9vstqIQtSvrxyP7hPTHELA5oiUrTzyM+jhij8X5mnnrKYkVhHYtzNFX7S9fGX7Fcjjz4SqL3RXTNMXh8Dmksy8zGLWupcK0jRkXw7tzOiEU6T62dtaQY0cpQ1bUc15PC2gK09DyNk3igFGTI1R8emMdBZF3LmHvRnK24VVVhnECBYozYuiZl+UxIEZMSX3z9NVPXc3Nzw5t373BarMRVVUmVqUClc67zmcp1YjOTEsZmfazR2UEUKazwKYypqGoJMQ0+Mo0TRVUy+/Fcpe0PR24WTz8O3N9vqRr5+nmSXr1UXT4PMqusBDglLc90XccwjPn31cxLoOsnunFkmWdUijS1bBCXF2LEWLdr1qsV7WpNXYvkqm1bUB6b1SIPt+/ZH+74je++4GpVk6oPIAis/+3b16gxsd/1zMUN3/n+b9FHSfcoCsnVawtHUbQQHUQYup7Kav7hf/vfEOYjH7665vJyzYfPVjRO8/NPfsLf/u5v0x173rz+iv3Dw6Mb7uSxU9IqsqU6G0S+eZp5rP6eVocn1UQIQVC1OQ7JGpHJeS/Dp88+/zmHw4Gb6w3GOKGZkaf1TZMXJc00LRy7A8FHdrsd79694WG7Pf+soTtwLErmeeL16y/48z/9U7768jWQzn1xSDhrhRkdQpbexRycIAvyCcLVNA2gJCZsc0ndrASiVFbZdOMJXiR1Wj85kSoBa53Qld/O6Tv9+dSmg19MLT99r6ff06lsohI5M1VVMVVVNpY5qqpAm0QIM+PYsdvfMY0dh25/ZpAv80JZycYqQ3WLkvEBFqnMV23Nqq64XG8omjWXN6949vwlVbsWLGoKHPqOcZxYxgkfFrTSNFUteYmlw+jAPA10hy3LMqO0Zuh37HcPOGNp2zXKlbimoTYlpAApnlNXfAwoDM6WxOrXuGI+kdOkghS84IkFMC/+DC06aR/LspSeno+gHntvy7IQFs88zwzTRAoB40TDDHJDSTQ7DNPAw8MW6y5YZsFwhhA4HA7M8ygypWWSMFf0WeRvtBNEZh5ChpRjb5JU1N3hyO/+7u/y9u1btHMss8/A9HDuK59yy8i9ZU0Gu5jTjZxlcgmc1dRFQVVWFGXDzbNXXN68IMSFZholz0xJqsASPH7oKdoLXFmyvriiXa+xWQg/z5MsrEphrMO5Ap+ThqWPvrB92HJ3f8/xOAAwzDPjtNAd+0zFEs7AumlpWznWNU1LVWXZlyJvbiUXF5s8TBX1SefuUUnx8tmHXFaG+3dvJQ3aL4xdz3Ls8MoxlQtNW7FMCT9FSJ523eCnmcorpn3Pz25/TFNafu+HP+T1pz9kVRdcNBWFhnXbsm4qgraoKAznzz/7hKHrHyl+ifPxWWXt+Xq9OYdpnnp/T4/mpwHcabE8SzbLQk47RjLwlmlmHAfevfuaTz/9lHmRVJM5eEyShZiUKEpRTTjnUCoxTJMkc8QoYbHHA047/DDw/u07vI/s93v+9Z/8MX/25z+gG44IjF7jcuRSUxaQEbhyvB7yAnqSrcnvl6oGhaVwLU27yVFVVe6LKqKXINMYT0OsJxtUvke/fX3bsn1SspyGl7+AHOCp1lkJNzyRmRolY1kyjQNGgzUK5wwpzgzjkWE84sPCMgmo6tS6ORlVJBjnREsMJKcpnWHd1DS1FHntesPN8xdcXT/DlQ2nxBl3PODKGh/Bh4BxlrouaOqCuipQJJbhyOHBUJQT1jm8F1SBLR27h3tW1Yr2YkWYAmmJ+HnCO8c8Tix1QOvHxPVfdv1qnX+Js3RIaQG9awXLMp1tniklwuIJyxPZUpQQRmXkYVmWhWkYz9HmKSVKJxxfpSwhBZYQ2A97milh7B3BGzaba6ZxYp4nOarPIz5IWKgyInGbg2eYJspZmLvaGJHDWAPLgvKicfXTTN91VHWFf9gCMtCZpgVjpFJ/HBKdeLanKk3cfZpTTJWgD1X0RC/4w/VmzctXH1BWEj6ZYuRhK1bTEMFVFTc3N3z4wYd88PIVH7z6QCLd8w3QdZ3QrRAH0zTPdEc5Gt7f3fHVV1/y5s2bTKRLdN1EN4z4ecRkW29VONbrFReZeLbJhgylBJs6L5FpHIQ1Yur8s+WBvty0bG+/IDUld9s9rnDcvb9n8RGPxgfFl69v+b3//ffZT4Hf/u3f4rf/yl/l6uqK5D379+95+/Yt//IP/oCxOzA9vOPF2rFZN6SwcPf+ge+8egZaU69b5qlHo/gbf/2v8dlnn3E8dplkiGjI8710kradmMFPF48To6FwFb6UCucMaj9jTDXGmjOzuDsc+Oqrr86zBh9m5mmhriusLVGmOFu366rIOl3PMIz5eyzSXnMS9Lq8f0s/Drx9+5YvvviS/WEvsWTIYlnVFe1qRW0LjEmoEEGZc4KKsZKPaLSmrGqsLXBOdNTOVVRVKxp5LeHD8HgyEJmoOp8mtFZgH+3V366InwLzT1/zbT30N1seIjeTPnsiaJOJhPZ8irRA4SwxefphzzyPjGPPOM75+8jGqHJAbVFa3CC/q8/98aqqWLUNbdNS1xXt+oKLKwkpqOoG5yzTPPHML7z64IHd9pZl6hmHAWU1trA5SMAwjQOCCyW7MoXUWFU1Ydnjw4xOkTBPzMeOvqhgmdEhEFM8Yx5+rYd/8uKEB1vXNW1dSQadVhy7/vzh+2VhnibGXsIcQ5Qq+WQJnWdBfz7VnJJjXGKKzCHS9T2745HDYSYpzdBP3G3vqKtWJsI+olLCL4LJ9NPMVCz03cjhcEBy5or8oDrRwDpI2jB1XY732fHV11+xBE9R1Hkx5lw1SyZYFuijMqbytNkgQzMUKkkUkFVAimxWLVol6rqgKktKWwqmcb1mt30vEJ7LS168eMFmvRFrcduIlVpGyOdK5qQYSDEydj1fffkFX///zL1JjKVZep73nOGf7xhDRkYOlVldXc2u6qY4mZRIUaZhyBJEydBOC29MG/DK8paWvbEXXliW4IW98YYQJFiECAMCPMAmZMqixG6SzSZ7YJPdXdU1ZFZlVmaMN+70z+ccL77/3shus5uCLIG8QKKyb0TfvHHj/8853/e97/O+eM7z589Zr1d0Xc92W9O1Hd61RHGEtYoiiZhPJ0ymI7IsJc9ysjQdTpKOrqsH2aFivS7Q1QZjNMvFhr5uOD6d88nNc9bLNb/+6/+CRw/vo4OjantuVg1Pn52xbDwfvFxz//HrxJ99zN3jCUF5sizmg5cf8k/+r1/l97/5PrENPL47JU1nw40Aq9WSNB+hoozJ9IA4icmD5u233+aLv/Ulnj0/kwFX8GglFtydfn2X3CxJ4yBZCBIXFVnwyS1PWK4vocrFLhl6uUaqtari+vqaj58+ZbFYkMZGNrlyy2g8RptYMhTtrR5eAmNv5XgEj+s7ojTh8uKcJB+xWK75zvvv8s1v/yGrzZqAEoVNkjA/EIlikWXEWtG3DSiFQ9JOrNdEWkvbxhrBDEQC/ApKiVzTSpsOdic5MTWJ887tbeAojfJ833bFrg//XWGq4VUz1vdiQm8HhdYaeivlot6FPHiHVgqrBFjUdW4wn8gQ07WdtGt6RzCK2BhMonB5RnBCcsuygnGRMZ2KEzJJx8wOjpjPjiiKEUkmVXkUxzjvOb3/gNVyQVOXrFc34mdQBm3lj3cDBdNGZGmOyWK6usEYxewg3qd343u2qxvi4OnrDU25oWgqgrtDWhQo9ad4Yd7tGkkSUxTSyzFDb6/rBVWplCKJY4y6PR3LKaSlqmqatpMSbK+FRFoDStG1jrrraXrHaltzvdiAkmSD6cFsP6XN8zFRJHzWKElp60oikzoZYC2XS6yJybOcOIqIrKWwGUZr2qFnWzU1jx4/5tnZiyEc1n9PMq65RQx+lza2H0rooedmDNo7gnf0jSOe5CyX13RdLczkriMyEdor6X+lKb1rmU2mHMzm5Hm2H6TuzBBNXdOUFS4yVFXFeiMMgqvLS77zne/w/PnHPH/+MVVV0jQt7YDIjCPFeDJiPpsxGRfMZ1MJIB1PSOJ4SMgM7LLvnPNsyy1Xi8vBIekol1tUt+XpkxuOxhOut2ve+uxnWG+XKHo+udzwzpMLRuMxb33+ISqK6F1HHkdoOiZ5Qrm84dnT79Bsb8DJcLdzGZuyIoljynLF648fkWYRd+8/IBvNiKOESRwzGY+5f/8+33rnPZpOTlluKH21Yt8T18renv6CIgytAkmw8cPpKPmuhWfHXpbevejunz9/zh9+85u0bYVREd7H4voyMTZOSQtpAYFUhkkim4I4yaTHGyeWpt5yfXGJSdY0vufjZ0+pSklLlyQNSzEqGE8mHBwcUuQpsTX0g4qmaTpxs6JwYQcj0oSgsHFMnIp5qB9cdsYkaN2h9Y5NYYdDRf9dp+ddePIOVr8ry19VY/wg6dyrLQ8Foqx6RSttjMEouX+C8/sWZ1XKZ9y0Pc0QhLB3CA8tquCdDO9UwKYxWZKS5QWjPJf5VJoxPTpmdnjCaDIjTVPSwfkLUBQjpvM5s4MDJpczkizHedGqhwBt02HjbIj6GpGOJ3htieMRfd8CHmtqOuf286iLs+eU2zVpsaRtSlzXko4m2Dj9gWvjH7swK6V+CfhrwFkI4c8Mz82BXwEeAU+AvxFCWA5f+x+AvwJsgV8IIXztB7w2SiniVwhd+CBOrziSENThlLdblGXo0g0LSP9dET9h0AErrei9MIyJY0kJDjF5b2jbmourNVUXmM9hOkmIkoKDoyPm0ynae66vL+j6lraVmPe2bliv1wI2GoAsyktILFpOpC9fvuRb3/oWkY3olaZu2v0JW1xwt0nO+58fBjDOUCYiBLIojohVYFKkjEeScRjFGettiUGzWa8Hctaaum6IE0uW5UzGE3H95QXpMMyRVJXLIcrJcH19zWa7QWt4+uQp777zLtfXl6yWS1zfQehJYmEATCYTHr72iKOjI+Ikpkgz3GB8SIoctEEpMWh0Q7XS9b0EDiiF9z2Xl58wTeGT6ws4zFhcvOAn/+xP8o//8f9O27Z8+NEZh8enzGYjvO84nh3yYz/2U3z6jU+Ta0Xcb1ncnHH+/COU7zg5mPD0o4/YbnLCfMRyecN8WjApLL6tiK0sKnVVYjKJ4DqYz/af/059sLv+Tk5OmM1mt/boQUkQdsJy2OuZ41icpLuFuGnks3fO0dQ1Z2dnvPvuO3zw/vsYYzFG47xnNB5zdHzMdHYgEV5Jhhr63N47OZlHEWma0XUtvpehX9s5gjKsq5Ll9SWR9uRJIqEIscD08yxjPBoxKkbkWUJwPXXVsCnFeeqc2KatCmI2MZokHxGlI6IkxXuo6xZtpGVlhz9as//77nCx+8zkffv9wP3V/vH3ti1uZXPfHRGllJDwlL7VSg//JzHn1LW4fftO2gd4tLE0TTuc4C1aCaqhrWp8EDVNkqREkSWNYoo8ZTweUWQ5xsakoxmHx6dMDu4wmkzJswyzS+Z2YgLKslwqkPEYayyh7ekaCR8waTyoTARoFYK4Q3WAKE3wfUunNdpArg3bbMX59QXL7YbDgyMZAHYdeVWR5OMfuO7+y5yY/x7wPwL/4JXn/hbwayGE/04p9Z8D/wXwt5RSfwV4I4TwplLqzwL/E/Dnvt8LG2PIMvkg7ZCMGzTDQMwQx2rf+9tJkQB61+KGaClrY5ztCUGmsv0gdYiyEcVkRpqPsckI5y2rzfbW2u06JvND5vMjju/cZTo7YDxKacsN2kC5WbFYrnFO/t1yu2W1XBJHEbExdHVEHzxohfaen/kLP8tvfuGLfOVrX0Uj/aduWLz9cIBQxgyBn7shhRqSe+UbxBSgsErhfMdqu8LEmvHxPZSO2W5q0lhA401bsVqvqZtW8JxKDZ9ZLKB3ram2W26uFzx79pyrywucc6zWK7q2ZbNe8dFHH3J2dk5ZVXtZUxRFZHlCniXcP73HG2++yXg6JY5SFAHXyoYQRyleiaU5oNE6xvsW7/zQ36yw2lCVG5rlikdHOXEUePT4AYvrBU+envP8quK1hw8YjWKa9Q06jCHEPHjwGofzCTQNv/nF/4OvffUrfPLsJW3niHTPdJxycbFkmsKj106JtMPQ0tdr2rrCsSXJDa5ag+8pspTJuGBdbul6OfkpZBB6enoqHJThcHB7atZ7w8+u5SGJ5XZoo0mJL7OJls1qxcuXL/ja177OdrtlVCQYIwtuno+YTOfkRSHBv9aiht/3js1hzM4NB2W5od1Ie6zrHZtKTlqjIsVosXCnScKokPzLOI4p8pwkshhStBqi2YzGeSf5WV5yNIvRhNn8mNnBHUbTgyGlxOw3mt0hQStRr6ihzy4L8+0i+71qlVeHpru//9Fgo9vnbtuODOyWnm7Q4ddNifedXOebpWwOIVBWJb3vod+1B3vqtiJVMV6BtT1FmpGmAtgvioxRPiIpRhyf3uP49D6j2ZyiGEvElLntl+/STZIkQRtpT8XOYxCjWhwJ8CkEweiaaMvERgSjyLOCNJuyXW3RkSGEnnpbsdys0N4RZwne91TlmhBgl0bz/R5/7MIcQviCUurR9zz914GfG/7+94F/hizWf51hAQ8hfEkpNVVKnYQQzv6o186ShCyOsShU30tpHJQM7bynKHLSOBM04TB9FmaBmFOE6Sp0sBCckMmAoJUk/R7cYXZ4QpJPsFZihSRdokcHSdGYTGeMivFglYxY3yyptjVaa7ZVQ1W39G1Do2C10hgj9myjRHWR5yO0gqcffsjp6R3sNyO2ZUmcpCgnETPRUAIbrQb+8+7CdXgvab+xtVgtlly0ZB0WecLRyR3SUU7TtuiqZLWoWK8XXF1dcX15SdPUxEmEV4rxZCKi9rZnVS24WS158fwZn3z8hI8//nivb96d8C8X13RtK4oLa4mHodT8YEoSR5yc3OHocE6aDXIq7ym3a8ptoG9KVFIMZV7A2EGuFPxQQvdcX73k/Nkz1lfPeevnf477949JjOYrf/iEb320Ik1zWh9ouo7R4Zzp9JDVcsmv/9P/mx9643U2l2c8++gDfFOiXc0oielig9aHvP/hC77yzgt+4qd/kkd3RySqZ1zkrK/O6VTFa28K5Cg2JY8ePeb1x4957/3vsO0rWu/wGPIk5vT0LuPpVLIc9XA4wEn1hR0WZwb52EAhNEpCgPuedl1TbUsuz8557533eP/999FW0XnHKCrE7ZVJ8o2AglK5Vo0lKEiyDIDIWiKriRS4vqPtSoEZdY6+d2RRJDFLeLIsIY5TsjxjF7Gl1MBwcE5coMphQeD5RjwBAU02mjKezTg6OWE0mqJ1NISbOtq6Ed6wMtgsYgfZ321OO8qeDE8VYYjo8kDwYq+G29O00ppdNs6rJ2cYjK4DgsB7qbTarhvMUSua7Zauqri8vKCum2FSKPFzkdXDaUehVKCpavlv32KMwmQRSWyIbcIoy8myEdPpEYdHp4ynh0ync7I0I4kjXJD5DkCcRIzygvF4ShwloLzI7owS9VGaEFQk7cta1Etd1xFF4qydjmfYufBVnG9Ji4I79x4QW5lLKQJVXVK5hsy1P3Dd/VftMd/ZLbYhhJdKqZPh+fvAx6983/PhuT9yYU7TlDyJBF49yIW8g67rscZio3hgIsuubmyE8h49KBzUYNRSw8UUlEPFloAhzjLm8wOO7tyhmBwRx8l+h3feoxUkcUKWy6nDavngjBVYUVjLRbVzgzVVSdeJgiNNb0hjTZoXbMqa1Bo+/PBDvvSl36aqKpGj9R1xFEHKHjMJor4IXtKrjRlOHUj8kw+KaJDOubbHxdITTga4T3A9hCAX73a9n+I736FQeOdoyoq1V7jec3Z+xvPnH/Phh+/z7rvvsNps5MzjAnVTS8SWMURpTGQ1ozxlXORMxgVZUZBnCVYb0igWjoMCQpD2Tt8gw5sI5zxRFFBa+oNaCSXw/OIlHz99gurXpGmGjVLWmy3bFmwhp9XO1UTJmDhOODo8ILKW6bggSxSlDUwPpnROwl4nWc5mvSKOR8znM56fX3L/wWMe3M05KCI+fPc7/M5vf4WHn/5homzEg9cfM59PufjyV5nNpkzGE+pKNiKM4uDokOlsxmhUEMfCJ1E7J0UQPf1wjaMUg2wzwfkO5zrKsmSzWbK8ueHZ04/4xjd+n/V6gY300A5QFEWxBwqNR0MbAwCPjaN9uKvLUsrhGnF9t1d97EKJdaQZj3K0CkRxJCwWpDLTSpK6iSxdL5K9rmskPd4jFD0NUZQwnsyZzA6Zzg8oivE+nXqzLanrhm0ltneUIk4ieGVB/e4/t9ya3dd3Q+b90M+DssjmZmRDk6/tX3YwWe1kr62A7ZdLqlo2JgEsyAIcgiPSUtV1bU8I0AdPHKW4oJkfnhJ6h/NQ1w1Hx/cwNoagyUfjAXOaSpRWkgzO3WExUgaPxw5VZ5qmFOMxpq3FNWsjivFEyIqdp217nJekb9BYY2kODonTZNjIrFRIaUwSJ6RpjhkyKNuqEmv3D3j86xr+hT/+W/6/jyLPyBMLweH6jq4LYk9Fo60Ri6Q2OAHfEow8nyixT/Y2wvcOY1tq7+i6gNEWN5xA8yJnlI/Is5zxeLK/kKSb4CTcU+8mwP0+LLNuNpSbLXVZ4YKcRnYyPNe3uE7s2b0PJGkufbqqYjKZcrFYsm1boiiibhopgUOPQQZy1lpJcVYMw8AAeALytYC0R9Is42A+ZzSekiYpzjvRLnfSxnF9TxRpvBcQfFdXvPzkOa7zTCdzjLFcnp9z9vKMFy/PWG62Q8tC3F3WDH3EyKAJWBPI8oTpbMTh4Yy0KJgfHOwTm51ze3t6WZZsq5KobQVDahvRe+84u8FgnSZNE8pyzY+8/QZd1/Ly8oariyu++a1v8fnPvUURxSSxxmrPdDYjz3PuHB3yqddfw+pAub3BqxlXizXHp/fZbLbMpjNslKKxg0yxYzyaEUWBvBhRbm743S9/ETuaMD+aE2VzDudT+q7j3r37lFVLf7PAJpbT01PyIh96z+HW6RekctNGTnN+QLJK3zUisjEVFU1dc3V1yfnLZzx58h7Pnr2HoiOKEpJE1EZxHDMaTZjOpqRZKqk37EIUXi3t1dDKUMOiI/rngMUmsaTRRJYktmglMxgzEMyMlpSb3Sm+bzvqshpQpR6rYqyJGc3mHB4dc3BwxHg8IUtFHSBmF3kvZVlRVpXIQk2xb1m82rq4lX0O7/wVGSi82qIIEHoUZs94Vruqcejhh6HF7L0fTsw19RCa7FCYQc64XilWi2tiq/EO6t6hE0s6npLYjIvrBR9/8oTPvPkGeTElS43ox60lyQtGkznaxrKO7DcDLxuGVqLIGeiAaZIyHo+ZTqf4jZHZkhGFh0k0dSm6c9c5jO6p64Y8z6mqDXEsvgcfNFGSEamcLJX1J44t49GU7XZD3/6bAeWf7VoUSqm7wPnw/HPg4Svf92B47o98PH1+RWSFaXswScgzg/NBkiW0xkQJSZ6JzjRJxcXnA8paIiWpIF7L4M/HMaGTpAtr4lsd5JDULCYIseOKv8PgCSLs77sh8n3LYnHFzfUVi5sLlqsbjFW0jabrhyGjclir9izbNMsYZwVvfe7z/PZvf2mAvwj0JraR9KD1MGUmSHqBk0mvHDbCPjHCDfIg7z11VbEtY3QSodINNlkTTdSQfCBJIHmRkCaGyGhWNwuefvABlxdX5PkIYyJePH/OR0+fcnb+kqqpB/0rRIlUHkZrjIIo0qRZwihPGY1yJpMx+WQeHBe4AAAgAElEQVTKweERSVIMm4+n6RqJjB/MPV1TQ9cTqPCIm1Ap6Usaq4TvmyQYo3lxdk7TTHnx4hITxXzm5A5JpFlcXw4clDmvf+oN7t87ZT4bcXN9QdN7XFBko4KpN9y5c8JkOqJtGrSOsN/4Nl1VIkcySzGa8KM//uN8dHaNw0n8V54RfE/fNkNIrCZNDVEC81mG60q26yVtc0zTtFKiK+mxut7hQ7+XySkkfYVhWFTXJcvrC559/B7Pn7/HZn1Bliny1BDHBoVgarNU4DfWDCG1Q2kvBcgtb8IFR9v3dF1P0CJ3U1ZaAtoalDWYSAZQ2UjwBIkVk0nwYlluGrE0u97RuQ6GkOOsyDm9/5CT+w+Zzg/JUqkUd/ONnfKibcXWv16vUSqQJMnwfbca5F1P+dXFWmstzkD1akKPJIWgjcSlKWlJyjlLyca0qx+8H+4LJaAwY+gHDraNIzabDV3TEEcJ27YGZZjOD1Da8vzFlcyCOsV77z3j7c98miR2HB7fwZiIYjIlG42J090p1YvMUmvo/bBxqL18MYoiiiKXr+9/RuicEzdqovG+ou5kqB+cY7tdU262cs2l0n5NUgkGTrKcvCj4yle/xhe/8EWphpp/Pa0Mtf8NyuN/A34B+NvDf//XV57/T4FfUUr9OeDm+/WXAd5644QssYTBvbfabGm6HhOBjmKCAqPFx79zmBHEING6ls4FwqAGgGGyKudtlDJycQ5DjeAkc27XZw7uVvPctDV1VbFZLzg/f8nVxRWrzZLN+kYy2fRuOm8pt1uSKGE0GmGjaN9/ExOgmAXsAD7fOcZ2kh8Z8uih9SITeUmvCGgtU15lFH3XoYzoOWezKflkQtfVuNbSNBV1tUIrR5JYvPZ451leL9hua6Ikw0Yx66VkndV1gzJCuytegfX3TQNOVCDB9wMPV06EejgdZMWErJgSxyMpVbWmaTv63tP1jroqQQsfW5CWmyHlWTbPosg5vnvKR8+e86k3HtI4T5zmPDxNmR8dMh5lxJ/9DCaKefjo0+TjCfODA7T2NB7unr7OyxfPuHOSUBQrXNty7/SQpq5oq47HD+ZY3XJ1dUE/HjGeHXCnD7h0xt3XXkcP+uS3336Lr37963Sd57NvvM6zTz7EWocNG8rVGZubC1aLOQRIs0IWM6NRvZcWUggMcnB8GCDu5Yb18pLLy2c8+/g9Li6eolTFdCItEa09aZpQFCPm893gT0pk37uBJCfGqc71tG1H2w7Y2gChl/AGHzpsIpWI4CNFCRNFov1P0wwIcq23YlTpGqmM0jTDBVkYDo7vcHL6kIOjE/JC5KHWRvuT7+69NU2L99W+QtopUoDv0iLD7UK9+9+S6nLr8iNA5zq88pjIEIycUo02+5BXFTRhCAkw2oh8cTSmriu22y2uFyfjarVGm4i6E0PSvdces9lsSZXm7skJi5sbojhmdbNkPJ6QJpKOneUT8vEUE6W0vSfue3HBwq0Vf28Jl89Cm1uNsQ89fqia67qm81KlqshiQkLflmhj6NuOrm0h7FCfMUmS0vWdeDXSlJ/7uX+bn/qpn5QW2HLJL/29v/99F9x/GbncLwP/DnColPoI+K+A/xb4X5RS/zHwFPgbwy/q/1RK/bxS6j1ELvcf/eDX9kNZ4ffOKe8HeY8VnCGoAZ7d3rKXh+dDYNA21vRdAwq8C3LyNBFBaeqmw8QNykM/sF+bpqVt1ntiV1mWbLcb6nLD8mbB1eUlVVtSlhVRtIv2MdhYYa2cfr2XIYQxhrKs8N7z+PFjPvzwA1QAr83eWLLTM2slZhljFDoMbkeNWEmVXJghBExkOTyc8sabnybNEpbbNcFa1uuWtq5pmxLvWwgd3u8WypZmW1KWzb7fl9hYNgKt94nf3nvauma5uKata5QSN2OSxMRpgk0S4iSjGE0ZTQ4YTw/I8wlaW7KiQBmJOXLOc940UpB6j3etDHE6ufHiOGELlFXDZDRhtdown89J4gLt4eBwymw2I8lH6Cglm845unuXJM+l7aNiuhI2m5I4Clh9h7apmYwy2npL1zkePrpL37eslgvZbOdzZsenxNNTyg4hi0UN83HB2299hq9//Q85vnOAtS2rmxdov2G7Puf85QdEsWG7XRPnBdYOUVlOYDh93w1JI4M0rq24vr7k+bMPePbR+7x88YS6XJKluyGZZDZmWcx4nDMajclSgeEkSULtKvwQJtB13d4cVZYVfS8DxtrtDC0Kgt9XfXEckcSZoHCjeDjZy+fftXLa7pwEutpI1ALFZM7p/dc4vnuP6Wwu/f6BMBeCHBR2oQBpmtB1LSHcOhx3QRHfCy96VZUx3NFocxtG4dUA/QrQtz12kJm53ovWHjmcWGtx/TBMTzO68Zi+7dhs1kRxxGq95vzifJDSOR48eI266YhszGwypakrppOMuu1YXTsODubkqSFKh9DeYoKNs6FavsU4eC9RdmF4LwIw64bDXIvrO8JusLozyQxmsBCCmE5Ugu+cXBve47zHMjgatfSeZa2DXdjGer2mGzTw/8oLcwjhP/g+X/qL3+f7/+Yf95q33wzBCbh8l66w+6UbtbOByg/UdQKq997tTzDaiBtHdeB7UWjQgx5SBJI4FxusksGDMCs6mmbL8uaS1XpNVVVsNutBErdmu16zXi3xwQ+JKuC8JU0T2tYTxRFGe9qmoWlqgvdMJjOK+HW+9uUvE0eWzXJDlCYDSMZJv3yX3TcYSvBglMDKtRHIku97COLRDwFubhaM/Zi2a/G9wg35h6Fv6Zsa1w29rgCtc+LY6z1JlAyAdEVkLOP5nHsPHjKdz9iu19TlFlzPjW8kOisyFEU2xNZLhFWa5iRxSp6NGI+nkq83GH0YKGRd19N0srgwqGYInjSKiaKY9z54n+vLaw4enTAaj+k6x2g0osgLImuw2Qhsxsn9RxTTOSZNJTDUedJ8xvHdDlRPtbliu77h3uk9Aj2z+VzcmnVJXa2H4ViCU4o+KOq6xNiUjz/8kOM7d+j6npPDGXeOD9jWDZPxmKa6ou8rbhYvcK7h8volx8cPGE8PyYspxkSEvpMS2vUYE5OmOXGS4ILn6vKczfqam5tz6mqDxkuOJIq+DxglbJEokpbXzl043CPszEV1XdP2HV3TstlIQnSSJJSb5f57lRJmhFaB2BryNCWJE6IhAkuqvg68DOXSNENrMSuNijHj6YzDoxPG0xlpOsLaSFynWowZokW3e2BY13X7Q9Jucd4dMF59/99z3+NDQAW9rxRDCARrJCzWeSIlwH6tDcrafW95F2ybpSlhCBnYrDc457lZLnn3O+9xfnnDZFTw6Tc+xeXFBVVZMZvNcG1FEhvyYsy2blmNRYc8HscoHYNNSLIRJkoknzMEkdr6gDeijDI6YILCDZuRVEQl222JbeoBrTL8HiKLIpLNNxqSlXoHzu/XMLWTwRpL0/c0TUVVbTHG4gdDTNc2P3Bp/JO1ZHuP68M+Vw2kvIjiWH4w7/CdKBG0UjIlH3bouq5xXTvE/QglrXMBZQ1plpJmBVGSkWU5USzR78H3hODoerkZetdhk4SJsXRtS5rmECzeK/quou8tKAmCbdsKrTvYQJok2Cimrks22y1FWqCBg8MZ41FB3UkMk4llmBOcJ4kTcXrFMcF7lFeoyBC8Y4ealEGIxg/a6bqpGauCpqlouo4sjwl9R1nWw+S9pesdfYC29zggSVOskptoPJ4wmx9ydHKXO3dPRY0ysHvH4zHrzZW0ibKYYlQQJzLtT9OcNM2JIvncRMoVMR6NCK6XOPe2o+8dq9WS3rVkeQbes7i+hCgiT2PGicHg5ZTY1EzGY6IkJhuNJWU8GTGezpkeHOONFluwF5ea1pCPR0y7OfiWOIrxzpFmGWjZiPNxQhLHVOUamyaYKKFpKtpyw7vvfJ26gzfffJOHj1/jh958TNn2PP34BX2XUlYLnNuwWF6wqZa8PH/Ks2fvc3h4ysHsFGsF6ViWJWmWM50dcXhwQhxbfO9pqobV8oY8SwbCm8Y7gQYFLwCfyBqyPJONaAhYeBWRGUIQHoYT7vd2u6FqG8Jg48fLTCKNk+GPAPrjKCIZ0nVADdFlO+ODI0kkIirRomyajGZk2YgszWVoaAzWSPvPD11eazQhikiThD7LxAI9tAl3/ecdlOhVJcZ3xUyF20XbDMPl//7v/F1+90u/g2s6Ht5/wE//+Z/lrc+/zRs/9FnsoBnetTfKegMe0jSTa2u94sXZGR89+4R8NOHevVMuzy+xBI6nBc41LJcl9+7eJRvndB5+6LNvS3IIgeB7MitZjqIb1oIo8J6gdwYfD2Hg3Xj5PdS13F91XZMPvy+ttMgv04IkyfEObBoDnvVySbVZ753CcZzSKAF4dW0rAgKEmBhF6T4c4Qc9/kQXZnzAhUDfvwI+IWD18ItVSnpMVUmiLZ114vgJYBUoAr3yxEbhrEarBKsixqMZ4+mcLM/JMrFlWq1oWuTkbTPS0ZQozcmzgoDCeQHwpGnBcjmVmKq+pu0aNqsFTbMFJfjB9foGG+c4F4bJ/AWbqxsWV9Ln8iHsc8b2+k1ENicBAIJV7J0QCgZ0DF6FIZ6ooes1vZPTcNd1RNaIaqSu6Nuevnc0nafpeuF8aE2RWAKKtveMJzPe+Ozb3L17l+Oju0ymE1arFcskwTcN25WYXDIbkVlDHlvSAdaSjiekxQRjEhmMaI0PQRLHs5woSUjShKzI2W638nuLenzfkmcxq8UFdyY5tt8yyWPmh4eMpwdEicS2L64XnD58TD6dMz08oUdhtab3HoNG4+hdiw8dxoot3HWJDJJCQBuIbcC7FoVmlMiwJY4jVv2Cm+UVL8+eoeIZi/WS0+DINfz0j/8ok2LM17/xB8zm96mqBW2/oW63ErRZNbSdY7XcIEDWIG2I+QFpGsv1lBfk2tJ2HWW1ZLNdkyUzrhcXeNcRRxbXQkg1Ns4YT+bkxQgbx2ijRfs7vLYK0DUtnetlJrCUsFypRjpc8BR5Spak5FlCkY2GpBWL0UbSpQG0JskiTBQDGqtlSJwlGX3QTA+Ppa+8T+bxYoUeJG9BhUGFoohiS5LGJG1MqMJ+/ZC+8c7pafb3amCA9QUIQQZpcir0fOedb/PF3/h1/uyP/wiJUYS+48k7X+aTJ9/gS78x5fDOKfPDE9555x026w2EwBtvvsHDhw/5vS99kSdPnlBEMT/+ubdRAbara0ysOb17h1GWEoAnHz1DaY/rPV3Z82/9zA8PMHtRggQMyhi86xGCSLT/uRnee1AO7xWu6/dpRU1dgXNoI+D8KMvEhl0U5KMJGqnW4zgmz1KWCxnKbusWG1VEXYt3HVXboZSja2qKbEReCCNeZgPf//EnuzAPmuKdzMeFV9I8hgnp7o/029zAmBXgkO87wS6KwBaHWInjWDSIeV4Mjh0zBG8Or28tYz8limOB4iPDse16TfCK8XhG2GlD8SyuX3J1fcF2fYNzQNB0nWOz2ZBnU5QLfPOb3+Q3fvOLbLYb4iSh9dJ/ZbCIo5W0KBB5kLVWTiSDcEgT9vbX2Bq0tUxmB+TFmHw04ebmknK7kjLMOXD94OPXGCtuMO/EbDM9POTNz36eH/qhtzg+Pubo4BAbRVh7Rt9U2MiyWFzTdS2JTbBaYbUijiyTyZj5wSHKRoxGY/JcJtkiMxRJXzEaUVZbsnVMFFnJr3Oe66srqvWCxeUZ54mlSGNO7h4xmU1Jhgtxtbrh7r3XCVoTJylBadyAzjRKoUJP1zY419BsVrLAZBkmz4c+oMIoTVuXtL2l7VqMViRpggqONG8YTyYURUYdIprO8+TDj3j0usGYFktgPp3Ru4B3gXw0pu42tH2D0Qmz6SHj0RRtY7pGuNQoiOMUlPwOtTbEScR4MiXPJ1iTYqxE1Det5AwKdzelGE+I00wihayV+DOGdJ2uwxOom4abG8mwW9/cCF1ukFbmRU4Si9NPOM7RrZJDDfzuKMZECfGQIK1UwDc12iYczI+ZTg/J8kLUTjAohEQ2htoNvWTYrIdB8a7n3Pe72Ch53d0pWVC1GnZSuYFdEbwbKgbNO++8y4//6I/yjd//Go8enPBjP/wWRweHOO95/4MP+ObXnxF0xPJmyWQ8YTab0JbXlKuU0G0YRYqy3DItUqyBo/ExmgMODyYiW/Waw6MD3vvwKdpm/MRP/DSnd+8QBmSDsZpQViSVqIZsFBPHAenIvGItxxCUBE80jUTaldsSBWR5QZQmpFlBPhqRj0ZMZtPhFK4xkWU0ysjznOVySdsKQlfjMHgq1+O6ljxJSaOEpmklnaX+U9zKUFoN0edCiXP7IcItnyDa9+cSQEIwnXP0bSsLsxeXoLEGHcAkCXGWYaKYNCsGJrFAhKQ0j0nzAu/ELp1mObFNUD6wSBbSRpg2BLF9kMQRV1cz8vGEy7OXVFUjoGskEqgsS7yNODk5IUlSzi8v6L1oYXeKC++R3Xc3vVavnDiClK02MsP71HR9i/fxMKSJefb8GdvNGqN3gHYHBKwKaCNJ1Qopmw+P73Hy4DFvf+5HePjwIfO5OBubpqUYbQko1us1i8UN1goPQSm1L6cDt7Kh3SYIDKnNEgoaghc8at8R6HG+o1xvuLq8JNKB48MpbbcRwX4UodAkNmVUxNSmxsQxJ3dPiQdHpI00RssQGO/p+1p6h1aBln75Tm+ulKJvetAWrCcxEcbIUDYymqrc4r1ns604v1oQ2Uhg9FXHyckJWZozmxRcXl6ilKUYHTJP72NiCSSIopgsLYYYoZpyu0XbCBVF6MgI1KdriKzC6kASaSILsY0xmUEHRdN0RInov0f5mGhHJYxjem7zHj2BrpeYouvLcy7OX3J9dcF2u6b3HTZKSZJksAqnWBujB7iWcz1BabELay1mlUhASN73qDgmLyYcHR4zGk/JsmIYCgtiMxAGTfF38y1291yaSpBC8O1wDbvh64NKY1ikd1z0XbkfPPt2Y9/11E3HzXLDKEv4xh98i0ePHtI0NVob7p4codDkSbQPYk5iy9e/9nusl9esFufM5odE8QTve7p6gzFgjSWOYp4++4Qnz15QTA+4ulrz6FOfGuiBEnzbVSWRT1DRirwHuM3aU8qg9PA5+AFb24o/oGta6koAWePxiDTNiKKELBUVTJ4VA5MjQltDcI50UDwtFgs26xVdtUFrT+96qnLDfDYniWK2ZU1ajOj7/5/Dv3+Tj/3uu5visrswEmwsP/ROR7g77ZoowkaWzhi6RhxyvXN4LzaNJMkkQBEpv5UWbbTyHjVI7+JY9MextlgsOhK+cu8d1bakyzqCUkQ2Ic1i0iwjTXMm4wOWyxu8h76X+PK268AFrm4WPHr0iNV6xdn1lTiJXgG/hKCI4ojgw1BiycVsbURw0ppQShCaaRxzfOdoD1DyfSCOUkD64soi3F0d5MbSmjQpuHv6gHsPXufB629y7/4DDg+PmU1n5EXO8mYJQbMtay6vr3DOMZvm4korRGLXB+g6t3deKqP3qRh932OsoWtbljfXbFc3bLdLqnLNdlvy4QdPWN3csF1dcXpnzL3TQ3SUMClSiedyjrZ1jGeHpOOZsEzGE/rOY5SEmGokNDQCnOvwIZCmKVpHQ728i3CCWBtinUnVEDy+71DaMD844jNGUVctX/jil7k4O+PF2SVJVhAlCa89LJhPx2RJxMvLax69/iaP33gTrxU2Eqmicx4bxVgDrpfry9pYhlZDz3WzumG1vKTcXGFCR2otXsXSZ04knXw6nZIPqciyyVrwt+B9lGK73XJ9ec7V5RnnZ5+wXC3oXTcM28TcMDs4ZDSeYo3eX1Nt2xAFTbBD39pLPFoYaHCSlTkmyUVDa2wkg9sgQHqhhQTBbL7CBt4N+eJY5HghgOvdrZRM7xx8w3X9yv28S4QP3g1ckZhvf+tdLi6u+TOf+yzjqcj0olj6rFW5lSq0B680d0/v8pm33mKxuObi4pwkS1HaMCpGMoyPY4yWoenNcsXVcsvhyV3Ozq6YzY8kSCPy+M7h+kAIMVXZEFjS9oHe3Z7sjbaDe/KWs922kuJTVltCCIwGEmCRjwZllh6cmrJeSbKRpH1HsVT1XdOwXV5zs7ii3K4gyEymWa9QHtLxIXeShLopf+Da+CeeYBKC9Fy11pL0G8lAgMFrv9MUil54gGq7ICYGYzBxRKREH+kU0gNNc2wknAM/6D93r2ciu2evpsayXiz5T/6zv8l/+d/81zw4PcU7J5uCNozysZTIKCIrU/k8H1OVDZtyK6f8Xjz61hgm0wnFeExaltRNK7wFIzQza6SHuuMjKxfQygy0MzXoqx1xJIOBcr2mn44woxEPH7xGWVUsllesyi1t68UaGgSGo5TAaabzI8azOQfzA6aTKaNiJDeXf1UGVFNuS6JYAFJJJmkaeTEmyUdkxZg0y7EDYMd7adm0QwKK61vWqxs26yWr1RVVtUKh0Frx7Nkn5LEAdMqypek7Xn90iMLRdQ1d35FODzk6PgVlaJqOLJX3FxmD60TW6HoZ8koqeoSyiSxmRlQ8xgxO0b6l7bqB0mfFDm8UxWjMp9/8NKv1mveffMKzFzecXy04unPI/GBKnufinLSatukYFTPmR8ege+qmlBSb3mP3GvRuyPJrcXWD62uCa6mrJdeXL/B9Q6wVDiN94WJEZBnknVqYG9yaL3bApLqpWSwWLJfXrG6uWd5c0tYVRinhSWcZeZoxGo/Ji0Lof71Haxkq9a0jSTI6K4NGPQQr9D6QDtbjYpdSMmjubw8LWpgarySS7N7fTqGxG/y1arD8v3LQGBSZw/17qwFW8g2kaUIUR7x8ecFrj1/HK4ONU6I0p2lqtpuS5c1S+Bxxxts//Hl+8s/9NAHPz/zcX+Tk9B2uFwuePPmANjgiNKPRlPlMGN0vLi9pjKQUHRye8OzjM1zfE8QsjPea3kk6/aYsaR30DlSQdUBh5H7UYVDSCJBqtVpRbrcoAlkia1GSJHI61nZwgoojNAQ1OEGlXRpCoGkqtpsFZy8cN4trXFfT1hXVRpjuRdkSCGw2qx+4Nv6JLsx+2Fl3D6HN5aRJRhong4LgVtRujCQxKBQ9oENEUA7wuNANSQI5o8mULB+RJtnwgZrhZC69ZmMMeZ5z/fEZ//5f/Wtcllt+4T/8Bf6fX/snJGlCH2QivhO9x1FMa2PSpKDPA9a0oCxN27LpNriuY7la8Yff/BZnZ+c0TTuQvTx+Z04A/JBH5j10waG0DB2ttQMtT9xexkrcE0qy3Jq2pyxrFjdrNmWLD5qy6fEoLIEstTJ1L0aMRpMhgkvYGaJ46VmvllxfX7BZ3bDdrMhzgeBkeSEcgdGErBgPUCbLDk7kh0V9s9mIvtV1NHVJ17VU5RrnOhSW9XpN7z3bxnGzrNlWNa+/8Saud+AdbVuj4xwdJdhY/t0waDm1kpMqzgmgqulkszIaFxRoixogMLGN6RkIgZ1gMAX+X+J9oG0axoXosCeTMVFkOD45wizWfPvb73JycsLDh68xnUz48MlTqvWKIpdQgSRLaNotVSkJGTtWhvBzdhMux+L6mmq7oW0arq+vcW2HUgm+77DGEkUaO+BFJaCg25s1vAt7x2fXd9wsr7m6POfm+pxqvUT5XnraUcx4NCJNEqkgbYQxEV2oaGoJOzBB5JCh71Gup6lbeV2viQ9TsSYXE2wU7xfZ3UNrBR6CutUk78xSO6XFjkEt7Ta//1ms3R2Ydp8J+wMHg9v2k08+4bd+84v0XcPN4oazPCVNYuGBr1fc3CxIk4zLywWjyYy/9FffYFsKrChJCn74x36K3nfc+/A1/sU/++c0PnBxfknneorJiHQ8ZeoDzbbm4CChKjvKbUmejkBFYEB7i1eapu1puy1d52Xj6nvK7Waorod2jHeU2zWL6wWL62v6QfElg3ozSBBfzTkcYEzeiUV+2MgODg5pm4qb60u2mxXVRnANm+2Gly9eMGkcy82S5k/ziXmn+RMHjkHbaF8q7LCD3onTyuoIrWTybI0heJm2hmAIXnpsNsoYTWbMDo6ZT+eMRqPvkvOIhCnCakvsFb/4i79I03V0wXF9s+Dl2QWrzRo/aEnbttnzC/RgmkgzN5TWFlNVgKbarhhPp7z++HWuFwua3uGU3++0u9OqmGLc0MKRZIa261HDvxEnifQPPdS9Z1U2jJ3D2Iib5ZK6aVEqou8cTSPp2WZIUzE2Ih5K5iSOAYEdta0EqV5dXbBerbi8PCPgpFdWZEwmU8bjCflowmx+xGx2QJpmNE2z17Hu9Jl1XdE1FV1T09YN1gjrom09fQCvAnmWQhTT9R1WKxkeesf11ZKT14+YH54wmU7xTqzl+A6vQOPoXI/rpRqKoxStNMpE6CF1IzEG1Yvw3yhPrOWi753HKEXvAlUt/cHz85cs1yVHd+6iFls225YQNJcXCx48eI27905I3/k2V5fnfOV3f4d/9y//PFmWCdjGQWQz4ZYgiSJtK1mSTb3FxjHdqqfrA1XlabctUSQQemPEeZqmuTCxlaJtO+q6HgwKirZtpGTelmxXKy7PX3J59pK2KjFK9MBaKcl7HPrTwiJuqJqGru9RQfA+VoMKsvEF19F3jnQ0Yzw9FGVSkWOjGJQa+sRe7pkgi3PgVhH1ahrJLlZrHzzbN0NLq6PrNbEW+Z8KkrjtnbznoKFren7zC1/ga1/9Kvfu3WU2nTCdjFDKUDcdaZqz3X7CyxcXLNdbPpWPWC2XJFnKeDIhTlOh73URb7z5OeYHp7zzzW/zW1/8As/PF5irJTqKBt29ZrNdc+fkmOl8JlyNak0UZ2A1XeNkWhREgrper+ldx3oT7dt1aIMKnqrccHlxQVlWbNdbfCMBzSL/00Pf/FbjvYP9iw/BYKOILC+Yzg+YzOfEZ7nEUTUNbV1TtQ223NL7jpubyx+4Nv6JtzJuLZ8KZaLv8quL20k+QNEEykINA5XKOxg+HGss6RBfKoMAACAASURBVGjMeDphPJZyNdulEwyJFcqIkN4aw3tf+wN+80tfgjTBBUiw/KNf+Uf8pb/870mZ2PcilUHjekc/DBCtjQlB4zxoO1CqFHztd3+PL//2b9N0nbRNlPSRfZABWNO20t8LOx6GpEQrrXC6l9QG1P4G8kqTTWaMZwe8/50PKKtaIra6nq71mACpjRllMVEckcYxRpkBdlRj1mvSJMF1HTc3N7w8e8nzZ0+5OD8nTSKyNCHPcvI8J81EtxzHKdaIs0wZSSWpawmoratK+q29k0rAezQReZqx3Sy4uLzExIa4SGl6R54mjIsUFRw3N2vObzbcf/PzeKDrG4o0Yls3REYR2wgTabpWHIySaD6wKZBTnfcyLItQBNdxs7zAAs4Fglc0TcPF1RVPnz6l2qyx1hC8ZbW64fnzTxhNDkgTxXZbUdYNvReHWJSNQXlWqyXHd08GCqAZTBUSlhq8G6oFR9NKD/L6esFy23K9rKHtsaYeesCOJM2YTY85PDoijsTg1DRyQ6ugaVuJK7tZLFiv11ycnbFe3qB8PxDPdkoHaee4HZyo72naBtf1EMTsYLSm74dhsBEE5507pxye3GN+eCRKDithDMNdI4tKcBgGr8BQle5Oyzsu9Q60ZYxBafCup+0GY4pCcJfD3SitDZGt/cN/+D/zy7/8y1ycfcJP/tiPMBmPAakem7ajLkuRXsYJD+5PeeNTjxllCSdHc2HiRJau80Q2Io5zoijh9P4DHn36dX7tV3+VuhQXaV21jEZTetfzT//prxHZhM+9/TZZNsUpjQ2WhBYfJMXFu0DTNnR9s9+AApqgRBXVNhXr9ZrVYsF6vSI1jr4feOxlSWpSlPH7AyVItbdLutdaEyUJeTFmOj9ifnhMXW7ZbtZUZUVbVURpSZJZJqM/xXI5E0VEA+hnJ8eCsOc2DAWSTGFthNJDUKl3tF1H31TovpXhj7Ek2siQJ0owNrrlN+uAxeA0RDYiC4a//Xf+LgGxxSbWQPD87u9+mZ/9C3+ecr0hS1OUjWGAjnu/s6d6eueZFDLldi7nH/zSL/HOt75F38vAyiuFGXZK1/cCsUliSUQBGPSn3nt0CLStRwN916KNxySG2Z0jPvPZzzAfTVhcXPPy5blIvLxHBUcUwWiUkMWWLE2Zz8ZkSYzrpKRT3tOnKT4EVqsV15dnvPj4Q3yzYZKnzKdTsiQljqwYFobpv2TUVWR5gUQMyRCzdw4hoMVYK4tFkgvYqXUOpQLz2YzpZMLl/8vcmwVbep3nec9a65/3cOZz+vQ8ASAxEKBIkaIVSRZtKbKkWJFULqeSlIY4cXyRXKUqclKKKmU7iRWlSnJSiV0qOZWbpCxL5hANsWSJIsF5EECCAIgG0EDPZx72/E9rrVx8a+9uUBJzlYI26hS60ehz9vnP/6/1re973+c9OMC7ltPTE0anp9y8eReV98g6PXqdlLacMGk0UWxwTY3JUwHYaC2gdiM/9zjLITIYFZFpQyRgD6aTCacHx8SJDHMdhrpq0cpIgkunR7fXYzyZMaw9V653OTkdCI9EeVrb0OsWLC0tsXt4TOsVx/sP6PX7bG5t0yl6CxuyIB/mDriadlDT6SyhTczugz2OT4dkJqOTR5I5Fxl0nLKysUWnv0qS5yRJHE5+Dc462kacZaPBgNPjUw4Pj6hmJbGRTD0VNPp1M6MqJ4yHKih9fJBrKjFhRRpPK245r7C1Iiv69JdXWVpeo9tdIk2ydzj2UGKA8V7cq7LZS+vIGEUaS/q3DuqLRz/atsU3jZxmvcI7SJJU5ie0GG342le/wq//s3/Gzs4Dlvs9nPWUs5I4jtjb32c4PKGpS4o0AzxPvvcpnn3/+1nd2iDtiGPRRCEs10JTlWS5MCfOnTvDk0+/ly9/6Yvs7u4QR9Li6RRdrj/2Hj75u79DnhU8/cyzWG3QaSoniOmMKmQytk0j2YFeBs0u0O0El1Axnkwkm9OL2nye1TmbzYiLYFNvmpD2E5ISlUErOVE3bUuWpCwvrbKyusHIRMyW1zgZjIichLF6b4mjR9FDf/b1Lmf+GbSJcGE3XTiJwhF6nm7gvbgEQSAy1jWhWpZMu6apaI2lqzTaxODlcxulsd4+rFwj6bXdefttXnzpJXygqykNJtLcv3uXo4ND2qrGW0+S5gH3iYDAUVjrJS1Cw+B0wK/+2q/y+hs35bgfyGoykHuYTNLaljRJcbYU/ajzOA3aeGIrR99GORrvUBaqief4dEIcJ7x18yav3XhNbp4ownhHHEWYRNPt5WSRoVMUZGlMNyw23U4RZFhDqqrm5PiQ0eCYZjogjaHfz0liTWwMSaSJNHgrx3WlZ8wqy3Q2IQouLxe4zZOqpK4EcdhbWsY64Tv0ej2KPGdjY4ONjXVGwyE+2NlH4xHjuuLy5atcuLBFHmsULXmxhKsr6RV7R14Uoacnw78kTYhiReMaYUhZjdNaQDJtjfMth8dDur0+UZzhrCWJY1aWV+ktr1Bbx8Z2zpUnnuTw6Jij4yNeffXV4DZtMCqTtk8csbG2zJ9+9Ut4ndLrLcuwrSikwtWyKTtngo7XUJUNJydjRqdDIMJrCTkt8owkiyl6S/RXJVtudXWDotulqS3NSB7wcjZjOp1RVhXT6YSmloGdm2uFNURNy3Q2ZTweo3SE0zFRJG0xbS1pZCRXAkHW2laUBr3eEp3uEp1ulySd96bn8wKp9JwS2ek8nmwwHDIeTYi1plPkLC0vk3e75J38HdhPH1gVIomT9l5Ngw5qhdOTE/7JP/kn7O7ukmc5V69dw+EYDoesra5gjKLbLWhrRREnLG+f5YMf+iDvffp9FN2e3ONGoZQjMgpR+Susa4niCOciLp07z5v9ZU6PT+n3emitqJqGotOhrCr+6FOf5tLFa1x/8r20WlNVNb2uDG9PT0+F9RwcjT60jDzCzlZBs074frM0RmuhPor2uASTEDeNECm9C6LaMExVob0URXQ7XbqdHs61VNUq3dOBFF7aoFRLtjht/Pmvd3VhbpoWrWNRJFhJ4rVWcIGSDNAQaVEGWCVOKde2IfOvhKZB2Ub4GdrIUK1uFn73CE/VNoCX1Gk8rav4gz/4A6Z1RZQlNKHaa5oGZTTHR0coD2mcQOvI4lgs2m3LrCzJohjb1PzLT36SP/7jP8I6SVppmhbLw0FK2zTBxSYbTVHkzMoKghLFWJlu20jTeC8PpHXBzeW5e3uHf/2Hn+Gxy5eY1ZIfiBfrat7JyfKEpW6XNNIs9ZeII0PbNqAgLVKiVgZyx0f7HB7sMBudgm8x2uFcg6OldTWNbajqKV4rvNI0tUUZibcHQhK5W9ysUZKgo4hIx6ysrAMnxNEI7xUbGxtsbW2itebmjRvB9j3iw9/zAX74R36UreUu1eQUla2ilEi8pDcJeZbhmhbbNLTekmUpXhmMsTTVFB17ItOlt7IOyklVtX9IXbU4W2MbkfVNpjNGVUtadNnqrbC8tsr5S5e5d/8ep6cD3r55k7dvvs2lS5cW6c/b22eo213Go1OS9OFCFsdx0LrGYqNXmjQpQEWcngwZjCqMTohNRJGnZGlC0e1y5ux51je2WV1ZY3VtjSTNKWe1wKYaK3yMumY8nTKaTKidpbaeSIWA0hZmTYupWiZlTdb1UAkkytoW470Mxr3HtZamlUo8SSPJsut2SfN8Ad+anxznlbPWetEnHU3G3Ll9i70H9zk5OmJ1eZUnnnyK7QsXhH2eJot2o9aGxrXUIX1DaU2qCINiw3A45BsvvYSJE5aWV3DeMRwNSUzE8ckxSSKhw02jqZXiPe97H9uXzks0GkELbhxKeTCOxrZ4Gqq6log4E3F0dIhrLUkUUVcVK90OZT2l1+ty5epVdu7s8vnPf5EPf9/3Y7Kc6WxCWzcLVREQNphW1D9KARHaQF0DSgm+IY4XnB6lZBg/m03xOiaOU+q6Dn1mi/N2oTCTuUwYahtRsiRpxvLyGrapwTUoLGmWfse18V1dmOu6AQQBKJI5gwqxO9aG6B4l/aAWiCKNCwYHyf2QLLPWWlQEtnWMxhPS0wHeK5o0pWkbIV4BeV4wPDnlt37rt2i9VA2CFpW+Wt00vPjii3zkgx9CK8W9u3e4c/s2d+/d56233sY76UXapuGNm68DctRJ05QoEUZ0Gyp9q8AaHQwgQrRLk4TprBJZlbWIIVDaNxL9I/bYWHkik/D2W/c4OjgiTQzO12g8SRxTdFJREiQpWWwCwjAmzwvhL1S1QG6SGIXD1jPaeoZ3DS48WJlvadqKspwiEVci/ZuYGVongoU0AXyPLMpFt0e32wvaYg02p209d+09lIJOp0O326VbFGxvbqJdTdbrsn1mk9tv3mC0t8Pa6hK2relmCXmSc3h8jF9Zoa0blFLMZlOSSOzGrYqoRiOa2YRiNSGiARexvHaGXneJIt9hcHpKEscShvvKKzhteO8zz3Hm/IWFCSBOE/pLy6yurvHWmzdpG8fR4ckiNPbq1WucnI4ZDY/ZvXeX9TPbdLv9dzAh5sGzYlLKGI2mHB0OZLGONUWWkHcy+surXLx0jaWVDVZWVsPnMXinFlX4dDoWCty8ckP6tq13gsHE4xuPmtaMxhXdfgNKEAVpFOPbClyLC73otmlprSMrUtKiR5Skiyy7OZtj8X2El/eeqq4ZDgfcvfMWX/3C59l78ICVlXWc96RFh7zIF33muaJJKY0NZiRx6MrGFScxn/jkJzg6OibLUo5PTphOxiz1u2xvbbCxukaaJjjvuL61xfufe45z57axrqWuphhvKJI0KEUc3ostv65qtNfYaYnDsnX+LOobhuXuOt4qpqWAn2ZliQ/v+8Ybb2B0TLfTRWmwiVit+/2+yHITUYcooLWWqnYhDmokz25gpz+0bqvQiqpRpqLJm4eMbhVcx7bFuja0N224PjIvW13bYDarOT48wLUtES3eme+4Nr6rC7OAQuqFRdm6liSS+HThSKtw9HSh36PCQuZwtsV4K8MhRDxetZbZpGQ4HKKUpowTcK20KrTBWcetm29xd+ceRGJgkRvXLZQY3/zmN3nuqWfY39/n93//9zk+GWCdFcaFk+rOOycDECMW3aqpyfKcyWRK0zSkaYYJRyIBpsgx/LHn3sfYeg4nE44OTpicnBLVDZFviGmFuOUlzyzSCqcRCZFOyTs9aBqKLCGLDFlwnBkDdVVKOKSJiJJ0rloSSHcSS6x9UzGejPDaEbcpZVmiFpQzi7MK6xUmcmhjxSGmpVL2wZIsD6bE5nQ6HZI4IooSDg4PObN9dqFC8daytr5O05ZkVcr9O3e5f/cBD+4fsLm5xs//nf+Qs9sNlojB8TEbG5vQ7eLCsDHtdfC2xtqSVDnqWclseMrpySFOG5aX18jSDksryzTWUTcOVfR57iPfx9lz22RFJ1iOA6FQEdQNEVEUCxAfRa/XC3l1LZcuX+BrL3yDr331i3z4I99PkmRkWYa3co29U7SNpWksR0dH3Lp1m6qc0Stiep2MTpHQ6/XZOnuWC5eusL6+Qb8viE0Z5klyTtM0kqxspJWklEfhiCO9iL33HprWgfLUTUvbevJMCyoWwEmiThRF6IDMtR6SoiBKM+K0QGm9kMc9qrZ4FHZf1zXHx0cc7u+w9+AuTVlSzjJOjo+YjEbMypIoXDMXXKlGayyEoIBy4SAcjUZ87GMfWxD0qtC/Fg2/4fHHr3Pt8iWyLOaJxx/j4sVL3L5zS5QmgyEXzl2kqmJMarBeHHhGHnVRNAxGlM2Mi5cu8FN/66f5k099hixKmJUz9vb2OD4+Ye/ggDzucu/ufVaWV4jSHIfFxTZo8t3CODObzYgDFmEyFWPJrByhhoqyqmjLkk4sMxcQKqSyIcotAP3npxFJgHGLTbBZtDqQrEw0ShviKGIyqYCatvpLDDGa4z5b6zFGkeUJKvM4ly4uiNECs8a5MEyrpRWgPRECPHJEOBRlKbB9nYwBYczGWqQsJtIY73jjtdekL6dk8CZ8Z40WExSj0Yjf+f3fw7YtD3Z3RH0xn1RrJcwN5pl9YhCZW2yjyDDHObqmCUQ7cVoNhyNGsxnx2io/+IPfz7BuuXc85sHhmOGtW5S3X4fhMZnyzKwlz1OcbYjihKrxHJ4MOb+5gcaGDD6H901gVbfkbcVoeIpJO3S6fbz3nJ6eMhqNmJYzjgdDxmVNkhrGkyl1U1NnOc6BMQl5EdG2HustqckFoOS8bDImJk5SAX6nYkjp9Xoivk9yrpUzbtx4RZQsWgIFvIYoSdG+RamIzzz/TZZWV7h1cIvZP/8X/N2f+9s8/dR7mE5LZmVF2TSoyBBnYi5y3mObmrffvEnTWt748m0+8/wXOH/2HHmi+dCHPsB7n3mKtNMnTzqsnL8svN66YlqWRJEmSQuRmnlPEkec2dokzzMO9w5wXkJLi06XNE3Y3t7isauX+OoL3+TchUv0VlfekdCO1zShwjw6OGA0GoJtMMqQZYa8yEiKgguXr7G+eYaNrU26Pcky9B6UlvDVtumQZRlxEmObimo2RgeQvEMy+kQ3LHJIlH4oy9KKupqhbIvSAq7yQXqpVUp/aY28s0SaF49Y/h+CtB7F6s4HWpPRkNlkxFK/QPU6XLh0nZW1FZIskXvdq5DsPmdkmEBHE23zdDojimNef/0G9+/dQ+FZXV6m3+1y4cIFlHLkWcLlyxeJY01b1bz6zVf506++GEw0KefOblNVM1bTDcq6oqXBNw3doo9tFKPyBI2H1qIry3pnmR/7t3+YG2+8wZ27d6mqkjdvvk7d1Cz3M8q64stf+CLf/9c/KoNXLekqWZNiIk1R5NRNTaQNzsNoMmM67aCNYzIZMRqdMCpLZpEXeWBT40wCxhKF3jw8VKzIWmYXVXTTNNTNnIWhmJVVYDU3tG2Jd1MGg++8Nr7LOubAyLAWpSJsYJpOpxO6Zs6uBVEDSCXdeGjaEms9Wjla7/HKY6JUjBdlhRoKBD9JU4okplPk5B2ZAntnqa1DzV2+KOTSPjzuHR4eMplMgq5YcsO8h2iR5OAXrkRlZIJcVmXAVc7ZA1Jl4CX5Oo0iCuswZcWdb7xM/9waG5tbPKBPtnmVlWc/QHv/TU5uvEKzt0Pb1nSCflX0qhH7B0ec3VxD6RivFa0T84oL76lpWzGlxKKaKKsZJycnnJwOORmMmcxarFchvBV84mlqGRxBRJJ0iOKcTn9JuMxa0+320UoTJym9Xk+MLHlOlufESUoUJWyfPcvly5c52N/B40lT4TFXTQtJwdVrj/NDP3zKH/zJl6hVxPNf+Dqb6z22NteZ1RWzuqGqLEmWsLK6gWsqJrOSyWjG3sEJv/2JT3A4rHnuuz7Mg9u3GRze52f+zs+ydf48lgirYmazGu8skYlIdc4chIVz1E2Ftw2j0Sl5nnDx8kVQmsHgmItXrtA4y3K34PFrV3npm69y8803uf6epwiIQBRKEKtNzWwy5uTkmPHwlEg7+p2UpX6Xottj/cw5Ns9cEPBUJpwLY2Ksk7Ba5xPaPBXkqTE0dSnSMS35gqqdmxbUwvZrjAEnfHJjNKW1eNdKZqMx6EhULGneY2l5hf7SClleiF7fRIvB3fyllFrwlsvZjNl0QjWb0u916BQ9zl+8wMbmJt1eV9C7CB97/ncjY/BRDF40zE0IpZ2Mx8RRRCdPuXblEue2z3B2e5P19SWuXb/G/XsPuPHamzz//BeJ0oILVx/nzltvEvspH/rAs/zsz/4Mp0cnREWGUwrnDU4Zkiwiy1N27j/gxRde5q03f5O1tTV+8id/nPc+/gReKb7wuS9w6dJl9g+P2Xmwi44Un/jEx/noD/91XCM9YKWECzMn4y2UFyYmyXKKIscYx2B4zGR8wvGDlrqWE05dNySxQzvLbDqj1wtxdkH/Pf+1/NsuMAZRFDEa1kwmU7xvqesp1XSAq0ZkyV/iVsb8WGVMHHTKVi6WFqlZUXTC/6ODIN6EGCcdAN8B2KI1ykSowMioGhkINk2DS8TL7ownVYbNjXU2tlY5OhnJqu88TlZoIgxOKRk2ZMKJtdYGlYdeHIe8s+hIh5gfaFr7MH6nCbxdL8w4h3Bet1bXeOLqRf7Npz5N2lsmu9dl/ZkPkEZrjNDM4oTiwlUub5yheuMVTu+8TTWZYOqGLIlxVnTVu/vHVI1lbW2Zlb4waZUyOG+Ik4w4ShamkHnS+GxWM541tM7gVIB1I2abJE7pdpdJ0w5JUlD0V1hd3yDPOySxoC6990QmYnl5hTwVzoGOI6wT+WGW5zzxxBPYtmKebwiymbhI0+8V/NRP/xiPP3mNvYNjXn75VbZW+uzs7OGVIUtzocw5jzYRRZoynYxo2xOWuxnNZMD22hp7d17h6qVL/Mwv/uec2d6iJUKZGNs40iSmbTwG2aS1UTgrsB+cJTKKlaUlsjylqUUp4HCsr6+zsbGBcpbxeEg1m3D3zm1u3LhB/kyHbq8Ieu4Zk8mIk5MjdnfuUTczlvsF3U5G0clZXl3nwsVrLK1sBk14Eo66oT+tFc470iwly1OSOJJjcSusXnFIhgRpNDqwVowOLTwd5lRIW044Mg/z9rpdYW8vLa8Igzyc8MTU9Ah+VinqIB0bDQZUkwnKOfIsZ3Vjnf7KChtbW++ITns0iUcg8BG1aijrSmYoDl544QWqcsaZzfNsrq+ytbFOJ03p5hmHBwccHR/SX17iuz703ewejXjfd3+YzfMX+D9/43/l+vVrvPHGm5zZPsf6mW2II4yJqB3Mmprdezv89m9+nEGtWTl3mWL7HH//v/lH/PI/+iWefvoZHvvF6+wdHfOJ3/09vvjFr3D3rXs8//ynuX3rbdbObS6yBIuiWLQg2rYV9KlWJFlGnqdoZdna2mJ0esT9yDziTBbrurOSFThPnpnH1i36+OFaOeeCQa2mrhuqsgw/65rZdEii2pDO9Be/3t1WRui7SSixomkd1gO6waQNrXVgNEpLJp4NcPu6rjFKgQbvBeOZRBlJmmOSFG0iWXCDazBOInRtmBnhNVw6f56jk1eDz98vFt6qacPNDLZ9CHSBuSVcKmKjJCByjkycc6PnzAClNK1rMVrR2Jqrj13mp3/iR2lnFYmC8eEh1bRi7+B50ouXWOr3GY8njI9POdo/IJoOWV3rsbp9hcmkYrR/yFqksXWFLjJOBgNOTk84d3abx65cC9KmLkv9ZZI4kqEWmrTokOYdst6S8I9zcftZW5NoTxJpsqJD3lsj6y7R6fRZWd9kbX2dOEoxRpKeQcwEnU4nEOasMCuUJook7WR5ZZ3+0hK4Bo3DKAc6wsQpZWupBwMun9/i2aef4IkrZxmenvL1l17hBz76g9i2lWvYtMSRmI2m0yneCd/5F//rX2Dr3DYo6HeXcCrGRynaJMh6pmhqGY4K9DxQC61oTbWXyi+ODGkckacJw8GQxx5/nP5SD7wLCeUQm4TPf+GLbJ+/woXzl4kTcYVNpzMGgxE7Ow+4d+dtYhrWV/uB07zE+uZZNrfPs7SySpZ3glxSTBd40F6JXTsS/kKSplR1TdMKO8E6LyYIB7IQgFGOPEtJk5g0idFKNL7KIacmZMOMTEp3eZX+6ipFkMkZE6MMYYH34b0IMxHlqaopw+Epw8Gx5EfmKZ2iR97pkne7xIEBobQMpeUEEuKlTDCqYGlaGVz2l5bodDp08pwsTUhiRa+bc3J8ytrmJnVtiUzMj/+NH+K3P/ZJHtz8JnEU8RM//sM8dv0q9x7scObsJU5PByyvrdK6hnJWorXixo0bVNMpz37XR1DL61y/fJUXPttnfW2FXq/HRCu2Is1f+8EfQCvDZ+vPc7RzgHIO3wiTprF1aC1KRqZCch1NFJEkijg21LXEoC0FYJT3TVhovfBOgstxNBozGIzodDqYSIt81RjiJKatZaPNsozRaMh0PGI0PGY2GzMeDhiPR6z20kUw8l/0elcX5qK/wXxO7L16aFWOY9I8h6Qgyjrya2ehiYhQJCoiDgM9lCHKOvRWN+ksraPjHG1idJCyaO/QSlPXLaUWd9jh/uHCvWS9xyvRJ2sjfQETqFOPVsnzhRnAaXmfc0pXEidMp9PFUMAFLKcN1tn3vOcqzz39BG9+6y3SJGdaTWinYzJXU732ksTPzEqUdaTOkyYJcRlTjSf0Ll2jPXeJ49s3yWYDjLUUUQRacf/BLku9NZ65cJWV9XWWlpcoej2ZLLctHs/61lnirEPTNOR5Rhy4CWIdFndVXnTJ8pxOpysx62lKHCVyHA5V0hwE5YKKYJHs3bQoJdV6b2mV4dEuzrVga1CgvCFKMzpZwenBLkdv3cV7zZmLlxkOS5ZX1kR6ZEWhY62nAbKswDYdzp+/RFlVTGpRtVSNJ+kUOJVC67Bi/sREMbYqw9eWQa42mrZx2NZS1w0minjmmWf40699HaUk6LbX66KByWTKnTv3uXPvHuV0yssvvsD2uXPU1RV6/T6z6YzjoyMe3L/LbHDMSiclzyKiOGZl/QxnL15jfWObXr9Pt9shTmMJBhaItLQnEOeqSPAt1om5Q2oBhUZjkPvRaB+cbxFpEouc0Ld0uwX1rJT+t3YkcUKW9emvrJF3eiSpGEp0HKGZJ6WwqHzrumY8GnJ4uM/x0R7D4RGeBuViCHS0cjYTGSMaNCLhnGv5xf2CiQyJj2XjMYpZKe9pa2tDknCUDG1ab9nd26cqazrLHbRr+bn/4G+BEkRmEkWMphO2z16gxeObhpOjY0ysSbOcjY1VvuuD72e9m/PZz3+Z1fOX+L8/+4f8F//Z3xVUbtNS1xUGR69Ied/7nuYrX/4qyih+5Zd/mf/uV36V2tdESXAzao3y8oyGOEV0BCak2aepnGa0USQmDo6+iDhJMUmO9RrnFafDMWk2oK7KoJQqyIsiFBRCkHTOMZ2NGZweUk0njI6PiRCFmPWO7/R6Vxfm933gr7CIOw8Logp25jSThSFNE5IkDpxeOZPYxgAAIABJREFUOZpqkMGYlqy8KM4owuAjTnLB+XlP21S4pqZta1SkKYqCvf1Dbu/skhWShmxttTiqiUg8pFerb2tfeP/nfLjFjR9FEXVdLzSj6DnYBe7fvkc9rYhC37BpG+nfWUsWRRLlDgumdGQ0rm6IpzOqvV24dI30Ax+ivXuH6b1bmLomMlAkGW/evMnaubM89YH3EyfyYCZGlAZVXbO0tErTSvTWfFF2zmK0QuHwTsnk3Ug2XZ7lJKnwGRZY1nD888GJOW8tCfa0xHlPnndYXd2inIxpZgMMLXEWobWAhQyGTm+ZuhZ5ovOG7/4r3wvakHW6nAxGZHmHPEuJdUTRWyaJDTpOKJIOmRZMZaRj6rqlri2udXglaFijFG1TUs1mmCCrjI3GuTYoZCArOgzHQv6zrqVbdHDWSXZhWTMcnNLWM3q9jLdu3uBbL1/AaMXG1jblrOTevTsc7u6gsSz1JHorybusbW2zur7N0vIqRV6II3FRMQeHmZOquG0bWiuthNlM+BlKi9JHK8npA+RUFoViBdDak5iERoP2ntjEON/ivSIvxMywQIvOv27wS+h5SwNhPQxOT9nb2+XocI+qmhHHCeV0ymR0QjmexyTVIXF+bi5R2GDfnj8XsTGkWcxoOuH+vbsUWcLmxjre1owHA7y3YDRt60gjQxYZJqORnMIig1OawaQkK7q0Qf/b1jVLS0usrp2hto6ygQuXLrOax8TG89x3fzfOx+R5Fx0ZplW5GI5mScLVS5fZ3t7mYGefV197lZe/+RLv+67n8MoGI4gSbjTSBp1XhvPnQvhSgpvNE4jTgm5/mf7KClmnT5LmNA2SdDMeUdVTlPeCz81zrG1DFqOnnFW0TS0wo9EpdTUhxtE0pUh9v8PrXV2Yn3n2g4tfG/0oxHoORX/oQbeBM7s4vkVmYZnUSFWWpDlRnC7kQNa2tFUpAaYGiiRBaSM8BC1VoKRmN2FoxyNfUy2QiI/qP+e/f3SoopQOluv6YT6aNkEH6bn19h2ODk64d2+H4XBI0zb4yEBDMAtAkSY0tUQpRWmESiJcW6KP9rBJRnP2CubiE6juEuO7b9KZDelEhmZaIVxdWOl3aFtI8xSjDWnb0O0th6GkRun5TSnaadfWOOsxkcjeTIhzN1pSLOZR7CCjUYV+5EaWEwNKoZVkDa6tbaJx3HnrNZq2JGorvDKUVctkLNek01liMhmxubYlJ5skQ5uYTlbgtUZFMZgI51rSrEtjHUW3RxMGYNWsZDKd4kOAqID7PRYfiGA1Rke0lUVFAkOvnWhM0zQnz3tMZjMef+Ixlvo95kD3qizp5BlXLl1gdW3CcDzhxitfJ80ylImoqobd3R32du6RRIp+v4cFLly+ytbZyyyvbdLvL1PkOVES43ygr4VrJHIqS11XjEdjDvf3ONzfByQTMgqL3/wCa60wWoFtaW2NrUvJmHM+3L8G5TVx1qHT65MXHZI0C4PquV5ynumnF7LIuq4YDE443N/j5PiIprZYNG3j2du5T6e7InFXbSNp88zTsUGFImV+T8ylYndvf4s3btxgeaknvf6qBu9o6wqdSshwkac41zKbTWndEpGKmJYV4/GUe7s7XLlyBa2gmkrlbduWKEqpG9BxQm/zIk88FzEua5aXOszqkuV+n6qagdaUkwlNWROlBZ1Ojk4iOkuSwGMUqFjCkX3YXNy8hwqBmtdSV9LqnEzGJFFMlsTknQ4r6+usrG9S9PoUnR7eGVE7VTPKWkKZy7olmUwxWhPHhrapOR0MKWdTZtMR1WyE8hUmCuk1Zfkd18Z3dWG+dvX6Yiix+OGHSsMtFuLADtBixwaZDEcmC019qUh0FGOiRAZyBLg3YNMUjyVLE+Evjych1cSGY7petC5AoDFJkiyGKkrNnULNwhE2H/Q9ikp0zpOmqUj6QksjjmKa2jIYTfnKCy/ywldeYDyZBmbD3FCwqEMxkZF7RSlSZbBthXcV0fEuWdZjul1QrZ8lzwsGb72Knp6y1u/whc98mto6vvd7v59+v8/5C5fJspyM/B16y/n7lQGmWwzpCKeURzccLYLtxYP4KBpSThUejCaJMmRZNKysSv90cHrM4d4t4qYiQhPHEbaCzTPbMnTRiqzogTYUhaQ2w7w9omSQqySSK441Xks6h/eehIiiuwTeM56MJeG8nIUHriXSiqaS9AmxVIteXumETqfL6NZd1jfWeeyx63R63bCxaFZWVugUOUZDr0gZDo6JTMzweJ/xeMjp6ZDDw0MGg1PWl3KiKGZtbZMn3vsUG9vn6C+vBo61IFOFdyzX2AeFiPcCaRqPhhzs7XB8eCQQLg2x1qG/HIoBHL4VxKprM+q6BBwmShcaba8joiQXV1wiUHkxLomcK44jQj9JvnZdM52OGJwcsb/3gDu37/KnX32ROEr44HNP0pQzUSGZiChJAvzILO7veVd0cWJUIh+tqoqqnHJuc41IQZKm0iNwlkTJ+jcaD5mVspCVtuXK1ethYdQcHB6xtrbGeDSgrRqGp6cMB0MuXLjEufMXmFYlvY1VVtIE7VsmwyG9fg9vQ4UbWnd5kjJrGp544nG+/tJLXLl2mc986o95/wfeT1m3pHHKrJxg/UMynHUtGhmIVlXFaDRkOBwQxzG9bp9uf4n1tQ1W19bJej16vSXwEf1ej0k5YTydMBoKkbK1D2mM0+mY05MBo/GEcjqlLaf4pkRHMU3bUFcPEax/3utdXZhX19al1+NZuIpQoo9sm0b4GMFZIw46qQyNiYh1LAxjL7Qz6yWhBKMweGItSL82iTBaWg3GWi6cO09dNajEUJYVbWuDXfWhWBx4ZBFSi81jfkO2bfuOKPr58S5JksWCjwLbyPeCURyeHDMcjUUTqsSlKNFaYt2WEAAdMgpjUjw+ipkS4aop5vgevZU+x/kKo846nWvPcPT6NyioUdbxlS99jd3TGT/50z/Jkyur2KoWOVX4nr492Ti8eflvi8r/kT8LIB0QSeOjbRvvPWbx16VnGseaOM6kQnn6WT699wDratpyQpIXi+vqlTAQTJLS6/cX6Sh4T5yohT7WmMCgiEX/q3SILYoQ9YZ30qqoK6ajAVp5kiSmtT78LAn4TI1XhjTNKeuGyXjC9pkt0jQWHCaayXjKaDwQMI2z9HsdtDnLycmAB3dvUfSXiZKCODJ0+ytEqaHT73L28nU2ty+yurpGt9tbKDEgcBe8AK3m+XjWtpIAc3LEzs59bFtjtCONhfL2UEUxJ7W1TEdD6l5OlUol3FYtcdrjy198gbpq+Hd+7MdwaBkc4qWXrg3aS3jEnHHRtMLlODw4YP9gj/29PV544RscD6a0dkT08hv8yF/7q2ydv8TG1pmFBjuO5RTlrMc+cvxeJGMrQpssYnN9jSyNRX5pQTlLNZ1RW0+SZaxvbqCUoW0st27dpej0OD4+4uLFi3Q6HfZ3d5kMRsQbMbs7exRZh7ObWywXXbkfwjqxvLwKQFXVxFHEeFBRTWcCWdIR586fI41jytmE3/29T/JDP/IjXLpyNWi7BUrlvBWXoXUYo0PWX8lsOqZuSvI8p9frs9RfIU1ziqJDr9en0+1hdEyep3TqnKLs0ik6QmCcTkWJUc6YzqYMBqeUs4qmqvFtRWIUzlvqpqVu/xIP/6I4xtmQ9OvVIxVdu4B7zyPaRf0gfdv5Day0wluQKbZESeFkJ9dhCJekSeg1OsZHA176xjfJ8pyybXDWLwYjIup/2FvWjyxWxpiHLYpHBOXz9zv/NUCe54JnrCo0hiQxbGxt8bM/8+/zsfTj/OGnPrcwU2g5BuDn2WNKERmN0QpvEOqcjciTCNWUDG/foLN9hVl3k2ncpXv1KXZvv4avj1jKPDfv3uPUa2ySkBvzDv3po+6vb399e+ab0joszHNtpvszm9M8y9BZ2TuNUVjniaOUTm+Fjc1zHO7dJNaetqpJsi4Hh4egFZPpjHMeoiRHuxYC7tTEiQB7PJLDKNIENA7lLG3TooIz1FY109GQ2XjIZHAsHGijSEOfr6prTGQoZw1N44licMFNt7GxJqnjThgtjRWnVprGbJ3ZZDKZsr11ho3VFfYOTzm4d5v1Mxc4e+4ca6sr1OWYyCg2zlyk21sO+u4sWOAhyHVkSBqupcdiXYt3ltPTE472D1C0JMYQabm2gglQi3shNhrb1tL/1QrnNcXyOl9/6TVe/OYbpJHhha+/zIXL10hTue9aK1FY8812/nNrGjmqj4YDqnLG22/fZDyZEKcxNIq7O3vsHg35iWfez+b2WfKiCEkr87kPwDvvedmAIto2YFE92KaRIkMrDIayKmUW4BxtXYOO2NnZZ3Vti/7yGleuXOHB7g7f+MbL/Kvf/hjj01PyPMc5T5bl/P3/8r/iox/9q6TdgjwrqKaTxUbXtjA4OmA8GlAHS7ZVDb0ip9/tMhyccHS8z//4j/97/qP/+O/xkX/re0HJydg5G9YOF+ZRgiuwtoEgH8xzmSPIqTpaqLTiKA7gpogky+jkuaRrT6fMZjOmk5jW1lRVyengkChJsK0OLZqKunVMy7/EmX/eOZlFK9ntvbP4AMn36qFGUzHviyI3vPVYLM63yNYsVZ1SMTo0BjDSStAeRoMBd96+xec+9RkOj44YTscYEwdHk/j9HzbjzWIxfvQ176vJW5B9d378BxZQkzkgprUteRLTLwo+9P5nySPF+558gj/+k8+RJDFl0wAQRwkoqJ1oG518MdpgNje6pWkcDEo6bcNw8gqr50tmK5uM0y6dS0/RlCW4GbRj/uUnPs57rz/O9fU15qnG394Tn1/HxbFZq3cs3ovqOlRbj54cFh+E/rIxoKWaU9qhjabT6VF0V5m8/Trrqx1sXWFby7QsmVQlnd4ySZwyndUsdXNQcjhvW4uOHLHJcOgFeVDjwVmhqSlo25amKtl5cB9bTamnE7p5QppKn9wjzOeyrUjigl6/R1nWzGZj4lgy6arpjLpVQY1SUFcTVlaW2N9PhWuR9zFFzdHRMQc792ktPPOBD3PuwiXRztuajc2zdLpLFEVOmhjJwrOCkDQonBwABCTvHNoYqrpi98Eux4dH4k6MNZF2eK0k+y7MCwjW/9ikxEaLXE5rTJzy9ZdfI+l0MXi+9rUX+b4f+AG2Q1J527aSBoNHqWTRiqqqksFgwMnJMaPhkAf375IXCUlacHB8DE7x/Oe/zM//p3+P/lI/hL+ahSRUNl+zkEtKASV27G63S103tFbScuI4lVakl5NPZkQKOR6OiJOM6489waxuGQxHFJ2UV15+ld/53X+NbRs219Z59tlnGU8m3Lz5Fr/4S/8tf/KRP2Q2q2l8w1KxRNNWVNWE4eCIo/0j0kx60tY54qJgMDgkT1N8a+l0co6ODnn88cfxQWnVuPlJV+Bh1lqqsqKuBc4UGY0xoVAJ5EB5IIDw8xEwPkQ2JUtSOnlO0+tJ5VxO6fU7FJ2OtNjKIUf3B9h2QusEG1xWzXdcG9/VhbltZNeQysKEvo9fVKw+9IFUiL/BuYcRN87K1He+wIQFXWuBeisTft9avvj85/in/9s/laNF3aCjSPp0oTUiwxGBKJlIGL/zAZmENzqSJF4sxNY5jCH0EoP0JvSnBT8ZiZLEQxQbXn3tBr/2v9zDNo6sUzA7HUkOn3MSlaUUbWB6qMDISJQRDoatUdqQmBRdW850YHr/TVw1pjlzhUnepXv1Scr7r7Aaaxpn+cTnv8gv/Ht/G10N8X6eTCHXXKn5PEo2RLl0YWGeL8rSWF/8nB5t58x/rxCGhoxgZUEJRZTkHXrYOzxmdaUjFnXbkKQpJ+MpG0UXbYSNYoymnE6ITQTBYWmMCa41AIV2Fus9KkrwVjbmj//Wb5LQcOHCNnhPkQuicjweEycpYNAKTCQKk7KqODrYxyhHGufoOEHHCWiNa2rR30ZGwFpa0+l0qesxly9d4uhkwMnJLg/u3cZ6x4XzF+kWGavrm/T7fdI4lQErkuBhdOAVh+GStFsdddWwv7fPnbtvM5uN6RYxcSyoT+fAOC+sZDdv32myPCGOJGUj7S5z++4OYLCtlczGLOVLX/4qTz33HHVVUce1DJ41qDaYQeqayXjCyckBp6dHHB0fYVtPluYMRkPiWIN1HB4f8pWvfJXv+cj3oI1BaZm9+NDW8nPdfig+UDZs/nJPZFkmng2t0SqW+CRv8V4zGpacnExYWl7iePA6TsfCKnEtr752Q1jj1jAez7h16zaD0Yi9wyOyOOHjn/wYP/ef/Dy2dozGY8bjEw527kNZgdHUpYDPVtZXMWnKrLEoDbVtmNYVejjk5utvsL6xsVC5oHxwwIpxpCxLZjNJqUmShBiHDjpuh5O4OViQ5EQsEImV3mjiyBC7liSJ6HQyiiIP3JiG6WCH2eg+o+Mp1oK1irL+zqoM/R3/9P/n12LCG3qI8+PCosoLdqe5zEWWylCt+flUVS8GeNrIoEM+hyHVCeOTAf/HP//fOR0OmLmWGi8PuYhxFzwBwtdw3mEF4Cm6U+9k6KhC1ewFISrvywvgKPTCbZA8Ka9oG9nBR+MJt27v8uWv3+BrL7/OeFYx12vPwwEWvVArD6a1jsrWYLRQ4rTG+5bGtbR1ReEb8sMHdPfvkNcT6rxLu34WZyJu33vA149OOAinAa3Az1sCc+WJDvrWcGSe/yMvqV6/vevx7ZW3hOdGGAPGeIyZJ2qIEH8ymfD227cZDyfESUrZSHCq0Sndbp+8yDDGk2WpsKqV6GTRQuTyXiplhXAZnNI0EkPBVz7/BX79f/41tlY7dNMIpRwHhwdCmkuSBTwfxEFWVjXVbELkLa6pGU8n6Dil6PVkoGstw9NTyYwrctbWVkmLjOmspNPtcPHCNhfObnD39uvUswn9vsRwSWZiHjZ5Qh9e9Lteu8W1FOWHZTIacf/uXW7dvIl1lsRoEqOIjSeJEJef9mjtiCMpLuI4Jo4jTJJQ9Ne48eZdFIpenhLHBhVp3r59i7qsUR7athasaNUwz+ibTSeMBqcMTo8YDU956+ZNylnLdNoAmsQkpGlM3kn4+L/6GMOTEXE8x1LKifVhbubDVPvIGFRILjcmwkRy4qubGqU1nW43AKBqvvClr/DC117kcHdP4FnWMjo95d7duyShrWdby2gyprEzptMx02lFWTc8+Z4nmEyGeC+qkt3dXV579XU8Bq08VVXRXVpBxwkmlhPordtvsXd4QJqlnJ6e8pv/4v9iOBjgrRQlTdvivKMNAbZ1LdetbRvZWMOwNtz8aK3CwHweOPawWDFGVExpGlMUGUVR0O326HWXWFpeZnl9lawoZAZGRGuhbP4SL8zzSkx6N5o4ieXhNoZ5erYLIPV5BTtnnsJDnXEUnDfzD601SRqTB1tkWVWB2vWw6vMBtwkP+3CLfrYDX1uaqmUynjErK+pGTApt0+Bai23aUOHPqyK3qDJtQJFWVc1sVlGWNdYprBMXlY7CtJyHtvRHB4vOPXyvach8m+ss27ZGAV1lyXbv0Nm5RacckfRWafJV2qph7A2///KrDMPpYN7nDN2Rh33QP/dDh493LsSPLsiLHnzYPFV4aBc/O2vxtuXk6Ig333wLpWNZKLWhdZZ+t8Dbltik1I1lPJtycnxMOauEAigOBhHzO49TMc5pIttwsrfD//AP/yHvuXaRq1cu0et1WV1ZIYojkjRlVpaBISLvra5rvGuZjkeU1Yxuv8fy6hpZUWA0KC+2536vGzi6njzPKWcTsixla2uTJx67zmNXLpEYjbM1k/GIqm6Q7EeZbbTW0oQIsraV4yp4wVrWFcPhgP39Pd566y32jw6lTeAtygvgXhGhdSTBnkkc1CLiSvVeoYjxFg73D0mSoO1XMJtNuX//Pp/97PNE2lCVJXVd0TSSfTidTBiNhhwcHHD//gPu39/ltVdeYzaTeCvbyBBM8KUJb791kzfffFOQpN/2rH77wqy0WMe3zmzz2GOPSXBu2NDregY4+j1JynnvY1fQ3nL39m2O9g8xXtE0FePJkDzWLBURqysdlpa61E1NP8/54NNPcXFjg7NnznDr1m1ahD29v3PA7/3e/0OURDhrJR4tS4NtfsIf/ZtPMRrNJME6jlla7vG5z32W+/fvgfdEAWFq24eBHJLSUzObTKjLUgxA4c+UDqXLI9r0+d9xIQVFhbQfY4TGl6YpaZYSJwlZmmOUhDqDxjlBKHyn17u6MHvvFhZo+cETql6ZnM5DFD1ucWQyRhNF+s8sxvMFeTHk8lDXFffv33vYL36k6oN5n/jhDeecmB+UFzlY29rgeJLhSdO0VJXk7rXW4qwNLj/5dIvPHRZV5zx1Y2kttK3He03Tiv03TuKHSgU/Vz4QCFUB+N80i95XZARaHoXILO9bknpCtHuX5OhA0qWX12lEwsDz33qd/WlJY1uUZ1GNS6SOD9LD/+/Xt1fJj374gDNUWi9aUU1bsbe3w+7uA6xreeXGDXYPT9BJjlOGotPh+uOPEWkoByMmgwGjkxNODvZpp1N8LRCrxrkQ6eVoiOXmbyv+8T/4B+w9uM2Tj11hOhIjhLVWVBFZTt6RNolUmgllWXJ6csjw9JgsiclySV+J4hSjoJyOhbHtHLt7e6ysrLC8vMza2hrWWUlo6XaopiOWOim79+/x0kvfwAZwPl5jrV9A8JtGFmjbenGbVhIjdXxyzJ27d9nZ2aXo9Ng6e56VzXP017bpLm8Rpz2ck55+YhRpMgdihVmGNljnaNoSVAg7cC1NJSaGj33sY9y/f480lf5uXZXYtmEyGTEZj9nf22NwMuDtt97mdDjGOYVSBm+9DAbrZsF8+fJXvkRV1+H+douFaF48LAbFwRF44fwF/t2f+mlhHM8t+zi8l9lLkkWcP78JrqaTZnz2059lMpqgHeSxoGKX15aIE0MnL6gmNUoZBsNjnn7fk3zr9TfI0pTTvT2+9eJL/OIv/BLPPv0M9+7eoS5Lijzn8OiApmm4d+8eX/3q1+RUlhXEWvrFTVPxG7/x6/hWLNZaGbLAfXH44FuAsppRh4Tstm7AyxzIPFIAPvqaO2FFd6AWRYoK7Z/IaJpqRltVeCfUQOvm5/G/+PWup2QTnHKPxoIvGBa8UyvsgwtJ/n/1jsHUt5+9I2PQyvKpP/ljjo+PA1cjQJOUOMKCtkOmyGFDMNpgPExdFUIuFd7KkMN78EaieRIT4UP+XxzH+PD1xVEUKt+FLnv+vclHFJvQGnmnlvFR1UQUCwthbvhomhbrpKfeGE2USBZe3tTUx7uoXpdRr4fqdlF4bh0ccOPBLmtxzPqy9EDVwuwAi/L5O74ebprzl9YPj3DKhBswzABcWwWM5JCvfeWL+MayeXaL3b0DuivraG2ItOLVl17iYHeHZlqTpBHHx0fs7tzn8euP8dh7n+KjP/o3RGrmJEjAe4X2LZ/71B/xueef5/qls7zv6ccl5SSKyJIulfMMR2NalBgtjAz5ytmEo/19lJNUk6LokGYZHk05mwS9NuwfHFAUBXGS4YCyqugvrxBFEevrq3hn6fSX+dab96nLmTzcUcS8YVE3LTTtOzYu1zZSSdcNVdngveb64+9hY3ONNI5I0gSlPE1VcnJ4wP27tzk+3MO7EnwjigATiQknTqmbhgsXzrO/v09ZlZJtaQwey9HhEb/yP/0KP/43/ybeCw/5ySffy2Aw4HB///9l7r2jLLvqO9/P3ifdc2PFrtA5S2qFVkACARKghwETHLCxcQ5jr/GaZXvG6YH9PAOzns0yxmZsgwceNjbGxgRjgwEBAsVGSGrFVnerkzpVd1VXrptP3Hu/P/a51S2BsWfNewuftXp11a17b1XdOnef3/79vt/Pl8cff5w8Szl75gJS+riOW0hV9bo6SaNoDDVoNtfIMqvbF4VM8sWyUbBFhA1kNezbdx1f+NxnbYita9/DeZ4htMZ1DNVqyNBIjfn5S6T9hAfuu59X3/kKRG7o9fv00xiEIIkSkigmKSmmpzcwvXmKRGdcOnOexXNnaK61mRxpsGPbJprL86RJn24UMToxgV/yOD8zw/LyCuVShSyKCl21R2OowsMHHuTzn/8n7nrt9xAEJYwvUSYnI0U6FOAxvc5csW3WAdP78k4BMVBsMRAUYTVMtoozKifLEtI0ptddY2V5nqjfs+oPpYnSlCz7d6zKcF2vGOLZraA7GKAYK/rXxlhNZjHIwxFXLN72OQZKg1xdXuTW6W7ChlbmKkcVPWLP84rBldWZIiyOxWgoVyrUqxXWVlbsIijk+lZSK42UtpIPwpA8inFdz1aM6zI/jSp6xoOfw/6MYt0s4xWRNYOB2+CwTkW7I1BKW+BNYJUjSZLaPraxE2PpOAikZTXrGKImYnUBr1KnNDpOlmdQrjDb6rLWajI+MopEoooqRmizbnqAy9vUK1/PQStjcIj1C4+5oi8v7OS92HmUghKxK/n7T/wtUxvGGKqUOfn8CU49/zxCuuy75jrS3PDc4aM88ehBFi5dIlcZ3X6H0eERsszghDXuslNQC63SmlIJsvYaRw89gzGGXVs3s3HjNAZBFKfotItbhPBqpWwgbbeDlILnjhymEoaMDDWsjMxx0UrTjyOSbhuBplqtM7ZhnCzLuTS/iOeH1IdHuXhhhkwbOr0etXqNcqdH0u9gRInFhXnCSoWJiYnLzOYrXitRzBoGQyUQjI1toBxWyDIL53E8S59L44Ruu8WmbXuYv3SBJO4Q9ft2YCohKJfxwjrSD5mYmGZpaZU8j4FsHSQVOi4njp/gxMk/Ii0UP/V6rXChStqttuWSi0LtYgY6J0muMgyWgphmlhDY7/XswJsXnidX/g8FQF5KJiYmGRoZQYjcqqUyRZzHBCWfXNuE+e07tvFc5zjT05OcnrnIg/ffy6aNk4zVh2mvNiEUEDhkvke1VmZ6ZIi5508j+zHJ3ALT1Rqx5/DzP/fT9KMmrjRUqlXq9RqNRo2wPsKUw59dAAAgAElEQVT99z+IynKUTEiNpt6okCQZQcklzRV/8ZGPoHLNG9/4RsJymUzl+L4mDMs4brHOmMGsRxW1i23t2UrY4lYHMxBdvKcK+Qra2AzSqNej223RXJ1nZWGOPEtR2pBkGWmSXRE4/S+sjd/xq/8/H45jKw5tQBirgxXrC4YNmxxcrQAuF8YvdKLlRUTP4BjE5kjXYWpyEiEpIO7WNVgUnhSXAYwx1OpVNm2apuQ6bBiqcfLsOTIFuTIFIyDHcQTbt29H64y1TFlWsuOQFtHy6/3iQTdDY3tarh1sDihhjpSk+sqf2awbAQbPkeeKdivGkZZKZor+nSkqXsdxkb7EERJSB9VtUem2kZVhfGUwfsipSwvctW2aPM9xhR1kGiMQGrTQCHHlQvzt33jf7hjsUCS2zSOwrj2lMubnZmlUSjz88DcIwjKdXpdEZTz8zW+yZ8/V9KM+f/PxTxD1ukxOTlBtDKOEREmfA489wfGZi7zs1a9i//4bMYXTMu+1eP7QQR575DFarS7bt25Cuh7dfoyRDrWRGpkWtDsdvCBA5xn9TpvTp0+xvLjAVXv2EpZKVOp1QNpWTm4Xb89xcMqCUmmIcsViRPNco4xgbHyc5toqSa7x3IAd27czO7vEhcUWZ04dZ2x8A870tJWQrdMFB7s/S3bLi7TtSqWC6/pkQ7YFARrPczEY8lSRpAmTG7eyaetO0swGtZIkYPKCr6GZW1ii34tQuSbP7AlmpA32NQXbPFcZUjooldPp2MAIYzSeH1iVk2OdZ+vVnhHYHAD7XsrSlObaGqEfkKXpC1yj33IeYAMjMPDIo49w8OAT3HTtXoaqJZvvJwxp0d4ISi6jY6MEoUdvLSJwBeVA0F1eJFrt4sUZru+S5QmbxsYZrVYIgKjf4dl7v8622gg3fd8PcuDUEa7at5sjxw+xaXKC+sg4I2OjaOHy5JNPcerkKXzHIel32LppiiRL8QKJGzgoY2i21vjYx/6asdEx7nz1qywVzvPwfduPBmVdw9Ili1PyfJBW4toBaCE0sMWjsM7NwaDQGDt87Ud0uy3aa8tcunCGbnsVm3quyDKIU9ui/E7Hd3Vh9vwAMmkNvYUiw7YS3PUT3KI2i4XZFG4uqddbGleaO67U2QoMaapYXV1Fug6uLjSi9p72xdTGQso967i77vpruP3Wl7Bz8xY+8Kd/zjcePmiHhmj8UkBY8vnJt/8oC7MXue+BB1ht9tYX1CszwKwP3yadCHQh23LxPRejNVmmi99jUKU6KCXWn0NrjXAsn9j+PqroZ1obt6VfWfOKSgVJZvBEhmwugStJ1papbtzCcnuF6Y2bEECapJcxqcagBCAGNviiqSNe1Kr4TutzcR/PcQpEouG33vFfuO3mGzl77jRZmtDsdajWaujEZvktryyjlaHTjQjLZYZHhojjhA2T0/TiiDyOWVhepNvpoNOUpB/RTzNU8wLzZ09w6vQZhBOwY9sWNJJOPyLLDa1I4ZVsGyJPM86dOc3M+bMYlbFpaop6rWJlkEjSNKPd7nDxwgy+1FSrFWr1it1qCocwDFDK/k1ypXB9D2EMQ5USKk3Ztn0La92TLM3PkaUJKstxxEA9P9jN2Q6iMgrP9wh8F98PyHNVtMf05T69sSYXlefEcUS9XkfnOUJI0iwlSyNQOanKuLSyxvLKUuFUtWQ3pS2+oDiRrOEHgZADkFIRH6ZtrxopizzAy+ahvHg+O/YVSAOL8wtsmJ5cH84PcAT2vBhoLw2OlCRpyvETx5mfn2d+fJh6eQtaGJRO7HATlzyHsFxm+/atzJx/lOFamUYlJO73uTA3R6lUwY0Fw9UKVSHwspTA9zh77nl2b5jg+u17mG+u8OP/8T/QVD1uvekWHNclqJTxwxKnz13kK1/5qk08MpqNm6aoVUOG3BrawZpzKjntzjnmL81xYWZmvejTAxSoAKOu1OtTvEZFLuOLsQXFgNm+/+2gVitFliX0um0WFuZYuHSBwJXgBzRbEZ1eTJxkuELCdwAZfdcXZunYK5m9IhX9HAbve1NcpYpq0VjGslEay1MsKjfpIB236JcNqmlJc2WZxcVFHNfDM47VCoPdfmClZEIYXFewa9d2tm3ZwstvfxnjjQZvvOtVHHjwAAzQf77D67/3tbz9R3+Ypw8+yunTp4mj08RpbrcmA7MKdng36EMVvRCUMiSxhadYeLr92iDFZfCGHpgEVG67VkprtJWxWiaIFOTKtdHzzQjHOJT8ku1pdVYRww0UOVGWYqKIzMgCbWr1v9rYiwVCooSF6wgNAuvWMkUfGizXeDBILSTdtgWERUF6jm25SGlYuTTL4w/dz4P3fJFdu3fR6fcZH63RbLcYrTao1OvMnD3Nnr1XMTo6xNLyKiutNSpByJmzp2n3Y2qNGkm7h85SdB4TRW0CbThw4B6u37MLv1Tmzhv2smnTNCudLsqtIHxBrgykGf0oYub8WR47+Cg3Xn891169H6MyRibHcWQZozQXj53gg3/3d/zOO3+dxdkLBEGwbqMPKxWi2GqwPc9jw8QEa2s+vitwhSbtCyrlkPHRBgsrXQvOyXKU0gQFIEuhkI6NQnOkrcBMoXuX0sP3A3TBrrB7NvAJ0SqnFJSoVioolSGRZNqQZjEYxfLyIvOX5ul2OziuoOaF9KJC3iXA8Xw0gtD17PBR2X63KlqFSmW4rkuWpiB0YbW2DAzhZDYb0vfQWc7h5w4TxYktjhTr5+aAUsdA2ljk3J2/MMMXv/hFtMpZXVtDbd9sL26IAgtgH+O5LlObNlGtVUn6luhXH6pxYaXHahwxWa8Thr4dAvtVTp08wRtefRsbG+Ns3bibB08eR1QC/NTSAT3pEoY+UaaZm5vnmaefJe51qVdL1Ksh1bKPwSHHEJSruG7Gnl07OHXqPP/wmc/wQz/yNoJqiV63C0gcnPWhuBlYWkURJVfMg+xSdLnv7gpQWqKFRpuUOIno9dqsLS8yf+EsZBmNxghxkLHWyzFOE9dxi9Skf7md8V1dmIMwfAEk50rn2QsGe8VhBn08KSxlqyDMGaNxBou2U/R3lWZ1eZXnjhwhzxR+uYTMhVU7KIUWDi4Gv+Tjhx69bpvm8hIXzp2humcn+/buJAwcetrBQzI9Ncmb3/IGMDE7d2/jzW+4i6W5OeYW1whcj0TZN2iuRDE1t60KibHbRQOp0XZ4IC/rmAdV8pWVq/14sGDbfqsRAiOLqqzwQjvSpRdn6LxvbdylEiaokvshlUqIbjt0jcHPUlQW4UjbEjFC4wgXpE3ARjsgBI52CxwoFLlbKMBhMOhwyLXGc1x81+H4sSP0211mL57jA+//fXZO1bmw0Ke5usDuHdOMDZe5OLvKSjOi2+uyurbELbfux5UKrXJarY5Nv3ZdytUKrjaEfkDZkXTW1lieOUsyP0/enOdjn3qaZifmVS+/iW4S44Q1jCzZXn2W0m2vcejQ0zz9zFPceOONbNm6ifnFBULfJRipMlKp011d5uLR42jtsW/fdWycHLehC45LuVpDCIdKpVioPZ9cCyqVGlnSxXMd6pMTIByiKKXfv8CRI8/iBCV27NhJrVIt+va20i2VfHRW9N4ca73X6xe94u9ahDmYIrE9LJdJEol0y/b9oQ2CKkZrqpUqK0srRFFMKfCQKMqlgEwJbAylRClBWtifpRAoXRi4iqrX6qzt3EQW2vUg8HBdiRSGPIsxCPbu20en16HValGplCHXhfnJ2JkKAqVya7PONGdOn2NtdRWtcqI4ptePkSUPoRXlMETrFJMmZK6h3hhievNmjhw6js4TwpJ1jZbKJfpxn5VmSnVkA5eWV+l1M177ipdgYo/jF5Z47fe9mSRPMVrjepYcuLKyQqwcvnj31zDApo2TVEqSUmDNYnmqCs6GAXL8wMUPHRZXFpidnWXbrq1kWUav1yNLc9A26Nl40rYKvYJjgyk8B8qaqgr1k532C4SRZHlGlET0um3azSVU2mWoMWKdhkFG2O3juLP4UiL+PfOYr+RRXPnxoM0gikqZooUhBOtuNbNukuCyS01f1iZLI+nHEWmek2YpJpX4noMStjow2m73MuMgteT5U+e44dp9rKwsk0aTHHnuJAi3QIxKpiZGmZoYpdVcZW1hmWoQsHPndhZaHXyRUw4rdOOEKMstFW7g/BKGgctQGxDaOgyL2WRhcb18BR700V3XLXpWhZZS2AuQ59qLV5ak6KIiUlqjhUer26UsNI7nkjbbeCajnUXUMk2AQ17oeoSxBgipBVL6IDxyAUrmeDi4RiC1tAxbKdDFLkbrDIFBGoMrct5816sJgOktG9h7zS6G6lW8MCDNEkoln06kCcIKXj+nFlaphCWeOXiQO25/Gffeex9DQw2M0oyPjNi/U6/Fq19xO6GjOPfMM7SeP0PaazO/3ObI0Rl8Adu2TKEdB+MGOELSabeYn7vIoUNP0+m0uf2lL+XGm24qwi9zRoZHCWRI2mxCs8ljh59j65YtRB1b7Q6yC6W87AZ1XLewE/t4vofOpbXRxxZu06jX8QOXp449y7nZi/zab/wmXuiSZQmhEyAQ5FLiOwX8HwddmHBQCncwLJYaLSWnTp2iUq5Qb9RZWVmh3hiiMdRASoMrJUkS8/jBgzSbTVSuMa7l+bmej+s7NuQzU8VWe3Cu2PPI9/11VviABbOuvS9kYo6wJh1VVMf3fOUrPP74U/z2b/82t9z8EhAGlWcYUej2zeB8thbsQ888SdqPqIQVVpbXaLc7hH6dkusWPXYH4UCcpiBjduzewdNPH6HshoThEJ7bJEORoUiMi1MKuXjmHD/4hlex77qbeO7Z07SSjMbYOJFUOHg4Evywwsz5S3zyM5/luWPHmBgfZ7heRpqMOFd0+qtU/DKBH9DvdImyjG43xpGSTqfDn/3Jn/LO/+sdtFtt2q01DFZNYeW4np3fINcxoZbKeBlappWtrC0USa9nQva61swTFhFjSQ4yTqi3e3i+TyT7xV7pO6yN/98ts//rx5X62MFxWTNpT65ByjTra25RVSLWt9o28sZBFDZS6bh0O10euP9BFhYX8Hy/8PC7BZQFXJSNRRoaZmxqK9XqEJ/9x39GS8HSwhL3HziAXwlxA0m9VuKGfXuJe23yJCLpd1lcXOLw8ZP044R6vWbjq6TAc4VFeYoCtlQEtspC1G4dVC9s3l45uATW++pX6rJdZ6ChLDSkboB0XYLQI6yUcYWkv7JGGkdUKmWay5cwaZ+15hLlMLTT+IE5oAiNla7Edex2zAUcY19ZsKwSgVu8ntZhFgQe1TAkKAUsLcxw654q120f5pqrdvGbv/tuvu/HfhG/volLywmd1MUPyhgk5XKA51ob8cKleRwU3/PqVzJSrxIGDjqNqDjwilv2c83ubZx+9hAnHn0MubKG6Ha57vpbuTC7wve/6fUEroNwA9Is59Sp4zz0wH3cf/+9nDt7lnqtRqlUYm11Fc91GRkdoVIOiVOD0D385VUuLixxw03X0WquoVRW8HSthlcbgXA8XD+wUrWBHlVAEkdAQSn0JBLNSKPGhfMz/MpvvoP7Dh7k0PHjeJ5L2fNwVY4uLL2OsMoVhEA7DtIrYQpc5rHnjnDgofvpdtY4e+YUBw8+SqVcJo6sky/LUr70xS/yvvf+IceOHQNYHyZeHsrZdp7jFEhc18H3i0pYCiqVMk7Bf/A869CTg8ntOv5VEATW7beyvMzZM8/zsb/6GLOzcwyMTyrPydJsvX3juh7dbpeFSxfwZYYvNa1mk8efPMRaM6IXZWTKGjA83ycMQ5RRDI0MsWF6jHbU5fzFOcq+5VqkmSbwK6goYetwnZfduJ/nn5/hyLnz1KbG8WslhMzJVEy5WubUufN84cv3cP/9B5DGMDkxTliyO55arYZBkuY5MzMzLC4uceH8RbIsw3dtCMS9993LieeOg9HkWUKzuUKaRZb0p8F3rH55/b0MdjCsbCqOUtajkKmUJInotju0V1dorS2RRj0ajRFGJzYyPL6JsQ2bCWsNy90QltHxnY7vbuafuuyWe/HiZFMyXvi1F9/nilkeAzj44KZypcL+/Tdy39fuZqndRKEol0PyNEYIycapCY6emeHH3v52Wmtd1PRm7v7KP/Po409zaWiY506eshleIsWQMXvhrI1PxyWOc77wpa8yd3aG6667miefOUplZAxDjlE5JsfqolE4wlLCcjMwCgyqYrEus5LSIMRg0b2sOLFMgiIWXRTdcZ3joBFBSOi6lHyJ0RKERy3JUJ0uRkWUQx8vjpkIy3ag57nIInhWGGF7b8bY59IKK9l0Ma6DKip333Fsf9U1uMJwafYicT8iKFd4+L57QMWUSnWcYIiRqV088sSXmLu0QqZBulamODxap5aXaTZbmNywsLjM3OwcW7dsYXJyiqTTIk8zxkZGcXLNN+59gIoRvPyqGxD1GrUw5P3v/yBCZLzkpmu4NL/MidmjrKyscebsKeq1GsNDDbZt2cyWrVswxuatGaNJooz+apvRDVuZPXeG/NhZzl+8SLnq0+m3CEs+nuMWQ2SDKNQzBtvuGUzgMcXORttzrF6r4rqCiivYf/21PDc7z7ve827K0vDH/+3dbBxqMLFxjEgOgZSQKxCQoTBSkqPo93ocPfQU3zhwgJmZc1RDn2PHj7N1+05mzp8lzQxTk2Osra3y2c9+huWVJUq+h+tJSmEJAG1ysuyyTNSaJWzGoe0rsx4aemXyiB1+g9C2F22MKS6cBs/zKIWaOMp4/ODjHD36HKNjYyAoJF6iUBo5YDQuhn57leF6QK0+TlirMjO7zJOHT/Kym/cjhEIKB8fx7aKHQDoBe/buYnZ2gUTlTI+OE3V75DhMDY/ymttuojV/jjvvuoOvH3iUD3/ik/zJRz9ComOGh2ssLaWcuTjPJz/zeR597GkEgonxUZKoRxz1qFVCVlZWbBq4UdSHhsm1oVSt0e1FxEmfSiWk24048MAB3vim17O6skIU90iSGN+xC3GW2bDcNB1ckLIXyEqFsLOqXKVEcZ9uq0l7bYW1pQXyTFGpDuGFdZzQw01SNC6IgRLsO6+N312DSYGl/JYFFxBCv+jzF1aZohgODh46AB4NTkClNJcuXaLZaoFjt2/7b9qPVDnPHTvO3l07ubh4iS987h9413/7ff7yg3+OQHD33V+n7nqE1Tpxt4OKE8bGh5m9cInP/+OXmJyY5nOf+UfWVpe4Yc9G8rUFtkyM0jJw0/79HH76WRb7CtcOwMFoRodHWF5ZQ1L0GzHrOwPgBZXxIPtQFMNOKYSNcy+GOK4oKF+OQ+D7oBKiLKXXT4jSlLyfsAHI2ss0PIfFo8fZ88o7SYxGZhotNBiBK+zCrIxAo3BlgTMU1gHluVDyJU898hAf+KP3orI2vW6H5lqbxdU+QVDi1r2TdJMqH/zwx3j0yHMEbkC9ErK2pvA8q9bwC3RkEPhcnJkFISjX65y7OEu3nzJVC+mvLjO72rSVaxRx29VX4cQpeZBDbnjNLbeyJHusrs7z5XsO0M4VjpNTqVTJ84wtWzZz3bX7qFSqXJydQxtDtVojDCp02y0O3fsQx755P4ET4NVrbBkbox/3LEXMG/wtckShdbc2dguhUkohsYnfrufjex46T9m6ZRNRHPHE0WP0E43pdfBKDh/78PtZeP4Ib/ie2/nBn/1d/OoEeBWSLAMyRG5TlQ8/8yRPPf4YJ44fod/t8OQTB1leXiaKItaWV9h/0y1s2jjOoUNPs7Awj9aKStWCmpTR1vbOZaWAlWvawaPKbYWb51aqN1iYtbZJKU5xDjqus24uUapQFOWqcKZCt9fhK1/+Mtdcs4+p6XFkwXFxPQ8pDdWSy8f/8ZPE/S7aGCvlU4Z+nHDi1BkWF+a57upd7Nu7C993CEtlHFcQJxk7dmzj6UNH6a51EWnMpnoF4Qb8we++k4WZk3jXbuHp48f54N98itf/4FsZ2jCKdhTzS8scPnycv/nEZzn03AkqYYlNk5P4nkPU75IlKW2d0+v1qFWr4Lh0+zEISbvdtlN0Ka3aRiY8/M1HuPklN9Jut1hZXbS9+UKfnylNkiZEUUwUR5TieF0NNliTNJZ13W41WWut0FpbYXVlhTCsgvQR0sORJXSUAxLX9fGDEib9d6xjfjHn98XHlbraKweBA/ARpjA86AFwyBQhlxqUZR4MZGACmJgcZ2p0hDRNqQ3V2L1jK6fOXuCdv/ZLCCVwpWR+fpGkUmXMccDYXlOeaZT2+fSn/xk8j6QTEZQF5xdXaFRC3KrHtTt28JY3vRZPpcxcWuWOO17BiWNHcD2fsdFxPvfPX0JLiTaWo+E4HsZQAPKFpZohcF0ro9GFoeTya3RZjiWEZTZjDCq11a4OfIY3bmPLm97K84tL1IRDvjDPFz/zGV5912vp9ns4ZiDzAYwg9ANSbbP5fGEIZMbzR47wxMHH2LZlE0efOcg3v/ZVXJ2SaSuMDx3Dzs3DbN6xHSM9Pv6hv2eln+AHJcphSLfbpVqpgRa4npVlJUlOuRQwNTVBq92z8e+55tLSCuW8hqMMSRoRiBI7N++g4VfwpYvJrRxv79Q0V2/yOXjiWZTrsmFkCNfRTE5tpFarMTY6bC3zuWJqaopWp8ulSwuMD0/iaEXzuedw+vCliyfYc9vNjNaGiUwRnmsMQmikYxdnd9BGEp6FmidZkTLi4nmWfeC5PvV6jShO2LZ1GztKNWZnGpw7dYyjTz2LiNZoz57h3k9+mLf+wm8QawfHC1A5hIHk0W98gyPPPMPhQ08TdzvkacLSwjwYWFtaZG11mVLJo96o8uSTT9Fud2xeoDJ4wgYHp2lOrgaaaTtE9n0XUUCgkiQlDEN6vd46a2XALHe4XF0rrawuGshy2xIBQVJUiE888RhnzpxmeuMUjrSBCMZowpLLV7/6OU6eOEK5XAUCqtUhwqqkF+csrqyiDDz6+CGyNOPO228lTXM8Y1tpjVqV3bt28fSjz5C1+rztja9ly67d1KXh8MWLDE2N8pef/CiRkLz5h98KrnX+zswu8od//D+ZubjMhg2jjI7WGRttkMaRnb0Yg9SSJNWszMwiHJegVML3SlQqNaIkJclSUqURrsOZC+f5+099iptvuQHf89GOh+sYcCSq8D+kaUoSJ5axXuw6LrdQRZEX2aHTWmN5aYFuL2Z8wxbC2hBBWEVpQaffsy1Bx7WxY/+KV+C7vjDDZf3xlcdAmTHYOlzp0YfCaLFu3TbF3M+Sn6xbycFzXer1OgvtFSqNKmma4LoujUaNKOpy87XXEABJrml1+rS6EWudjk2CKAwjA41ilMakKqeXxJRcDyUEy70c5QpuvOEqfvInfhRPS+54xZ0stlb5sbe/zYrrjeCbjzzKl770JTKjUYiCfmct2QNZ0wDGr7XCKwY2dkdxmbQ3SBJRSqGzjL7KrGhdQFBvsOgEsHkHW3dfQ/eRBzl/6DBTe3bT63chx060hcB3BI5n49lLno9rBE7S5D3/9bd49IF7KZVChhsNVK/L6oVV6vUSkStoa8kHP/pRzs3O85a3/Qi9BCLho1UfTEpzbRHjCOqlOqHrocnJUwsfz6IYnecEErRjXZcry202hWU8A1mas3fbJC+99npaSwv0YhslLzwfnWf0VlvMLa4wtmEMz4Nt23bg+T4bNmywwaZxQrlSxQjJ3j1XkWlF2u0zlLnU/JQT3R4LueJnbnsJfZWhspRWr8+ZM2eZmp5icnraDuUcp1BiCtLMgqi8QoaZZTmi6A03W2uMj4yzcWSaq/ftZ8+OHXzk//lzHKF55Muf5vTRUzQvXKA5e5S3/OQvUd90DV59ktmFNR7+5iM88/TjJFG3qMYdTDEAjuM+jutw5PBTdHsRJ06cpN/vo4usOos3ZT3GyA6lwPc828KRBt8LSZKUSqVCr9eziM7iyPOcsBRQLodkOkPpmCxO7S6q4C/bgbIiVzkL83N8+lOfZO/evUxNT6C0RX06ruSB+x/gZ37uF7j3gW/QiWJCT9Lr9dg4MUKSRLQ6EcLzWWv3iLOcmu+jtbI5igh2bt3KZGWIN79kPz5w+Mxpes0WI0OjjI9OEyWKV9z5clxP4DiCC7Pz3P/QI1ycX2ByfAPbt2wmKDtkWUquFY7rs9xsW655pnC9kFIlRCCt/A9hnbna8mqEo8ARPPHUUzSbK7z+da9CYNt3xnEQjnX82fepJs9tyrgxpuBmWOVLHKf0+xHdbptOp03gVyhXhgnLdRtn1o8tgB/QWpBlCuffsypjMOS73Cx+4fEvOdBsP9kqVjBXzgSLq5iQeK7LXa97PYeOHOKf7/48nmOhJZ7nUQ5KLLRbhCMhE6NDRFlKrVyh258hKLmMDFWIktiCfxyBlAZfGIaqVdJui207d7BpwzBJlLB91062b5si6fXIco+1Vpfbbn8p5ZJPc2mBRm2YyYlJtmzaxMz8EhRpybqIkpfSwQncdTmaFCAL66AcqDQGEjYDRkpMkX+YJhkpoIRH4AZUJjeR1IfIVU6QRHhxl9tuvZmk2yTu5yjjYIRBeB5aC3zf4JqUk48/xnt+51fYOjpKwzj0l9vEWYojXPywTDA6xfS2XfzBhz6M8gI23wCtyDJ8XUch8oyS5xClCe1+D3e4gV+pkKQ9pARXSrq9Lv1ej6ywpLqO5WZnxpBGCWUjufX6/WzaMEbSbTM+tsF+70oZ1zGsRJcIqg1qQzWq5YCR0THGx8dpt1sMDw8XvWBBuVSh14swEkwWcfyBr0O0wrnVJfygxNapCdzQp14N2LZtO8poVlbXyHKFW0jIBjMLIa2RR+IjXc9a8BGUSiFD9QYrK5EdBgH9LOU//up/wXMkk8NVPvHH7yF0DL7u8Lm/fh+nL66yZffNbN51HUtnD5N2FsHxQLp2YOf7REmEXwSe5nHGkcNHmJ2dLSSVGuHZrEqjJRIHIwV5nhaqHY9SKaBarZJrQZKkVoncb3UAACAASURBVMPvOIUk0CHPczzXmmjq9brtR4sWWZKRp7ndeeWDJGzLEtcannr6SZ47epTpqUmksMn0S5fmOHXyDG9/20/zpu9/M6OjI8TdNRxH026vUK2E5ErQj1LmF5c5c+4i1+zdgRSQR33CUpnacI3Qk+zcv5ePfOSvOfDUUbZNbmH/jiluDl3+8H/8EcfPnUN4guPPn+DM+Ys8dOAhrt13NSbPmZoaxUhYXl4kTjLWltbQWrDUXGa0MUS5VAJp0a8lrD0+14Zupw/SAq1UnpPECQuLi/R6EY5WlvvNoDi0voIsz6wyxffQhd/AGEizPu12i6jfodtugjE0hkfwgjKu56OxoQ1ZltkZmLKhvM7/bsUshNgE/A0wgbWqfMQY86dCiGHgU8BW4BzwNmNMq3jMnwJvAHrAzxhjnvn2z3457PTbLL8vvOeLLMtWCTrQzxWPuKLyVkpRajT4T7/6a8zNXeKpZx4hjmNc32NiwwZyYdDSY9uuHfT6XdZWEg4ePsb49Ag3XrWXBx95HOnbuJ6RsTovu/467v/qQ0RJwo6dO7j1hr2ELgwP1RlqDHPm7AVcv0xjvIEotNRhuUycJwhpQe55lpHmisAPUFJTrYYYU0Tz6AwL5LemG4xcl+YYYZCm6MkLh0wbtE4QGssoDjw6SIb2XUMPKF24wNwD97F3rMHRR7+C1zvL3qteSmPzdWReGZ3ljJYlF84e5SPv/T3ShTNMlyRLc5eoNbbQ7s2z1Mp5+y/+FD/00z/L+JbttOOcXpyhogRDZpUirotSDtLxCIIavh/iex5SKKI0tjmOMifLc3w/oFqrA4Z2u8XacpPRoZB+0qec5dx64622UnV9ypUqUb9PtVan043wRsucmruEEoaRkQaN+hDSlVTrNZrNNctq2DhN1ImIowQVZ4Shj5OkZGvL9Ns95uOUfTfegBY5Wb+LGRoizTNcv8SGyY3guEjXwXMDK3/SOZ4fUKvV6XeapFpZPbPjI4RDUApo9zqMVMZxhINSkjwTZEnGG37gx5m91OLks4/y4PmcPbu2IoOMc08/yJH7/onJrdtRQcaqVignRDkembGyMpVZwlur02NucZVer2sLFFlQ0FwXinZdmtl09+HhBoHvMzY0hHQ9cq1JwhIrZiDtclD5ADlrh4eO4+ALB6pVHA3Lq020sANgrVMoFuBcZTTby9x99xe45aYbee7kUXbu2MLvv+td/MgPv413PvW7HH/2GcbGhmm1lunHEZ4bkOY5gS/otCK0ERw4cBCjYc+uzbiupt1p4QVVvvjgl/nF//RT3P/0E8TUeXZmhnMXTnHtnTfzgQ9/gF/+9XfQ7vU4duIMf/lXf8WuHbsIvMAqTHyH5ZU1C7g3gm4nIo4TKHTb/ThGRRGulFTCwCp2Wl1yZfBdB2EMfhGi0E0STp+dYcf0KJRcfOlaBYsjbVxXnpPnKUr5NmXJcwqVSkqa9FF5TB718ISgXm8QlitWcuc6OJ7Ec0XhPygcgi8CmL34+LdUzDnwa8aYZ4QQVeBJIcQ9wM8CXzfGvFcI8X8C7wTeIYR4A7DTGLNbCHEb8CHgpd/uiS9fNMQLFugXQ9mv/Hy9J/1tLjhX9qulAM8NyCo1brn1Np479ixhqYJSmlqtygZhiPsR46OjNPp9Tp16hEa9xM++/W2cfvYIwmhqlTKLywvs2bWdH/3ht1L1y/zFxz/Bnh1b2L1zByONKnEc0Wy2mZyaRiEZnxhjYmoDUdQjLJfQyjA1McmG8Q34Z2YQrmdB+kKiTZGmYCzW3fHsH9KmmRSwFGkZIkZYI4EjDI6RuFKQOAbheNTDKgvSZfOeq0jwWXrmEL/3X9/N3/3ZeyirRa4tj3Ls7o+w8eU/wdj1t9OP2tz3qU9xz6f/lrAP441hhrfu4HU/9wb+j+9/O3Nzq/jlEn61znKvR/PivI2TlwP7tQIpLFvA2DSLbscaEoxRVCoVhoeGSOMIJQ2onPpwoxhSpYhKBZNp4k7EuFdiz9Zp9l91NfXhBk4YsLy6ykhQQpDhNEq4Yw0moi1sHgrZumkztVoNHAeJw44duzh74RxGCBrDQyBccq1I+32anTaPnFviUtvQEpJbJobptVdxNm9C5xlJKjDSJXC89YEq65p6t7DN20XYlYog8JE4xAUGQGUxC/OzjExtYnh0DPoOQ40htCP5pV/7TTw/5PS58+zctYPWyiy/8ys/T56dJ88MwypG9FpM7riK45eWcLwyxvHp9hMyKVnr94iLQaHjenhBgFIZWlpynChQuKWgxHCtilGafq9HpWoHopgciV4fJg/SesCqK3q9Hp6QJFEfz3EYHRlmea2JUjmOdBgbHQelWW2uoQXMXpqn1Wpxzxf+iU/8/ad533t/nx07tnPjTXu4/vobePLxx5memKBWrdLtp3SijGarje+5dDt9+v2Y+x48wPLqVWzbOs2GsRFS3Wd+cYXf+vV38YmPf5Lf+e3fpdGo8+M/9qOstlqcOz/P3NwcD33zAM8ePcyr7riDMCzTXF1DqZxms8nKygpBENDtdxECyuXyevsx0zlZrsF30cpKHqXjEFbKpEm+7vJzXReda2YvzrFjepwsS+1sKc3I0pw0SYlji281SKSbkbkpmIxOr0u306a9ukKn1aTRGGZoyIbzlssVkJa3LYVbdAAs/1v+76oyjDHzwHzxcVcIcQzYBHwfcGdxt48B9wPvKG7/m+L+jwkhGkKICWPMwrd59qL9YD97Mc3sSqSnNoPu8bfet/heL1i4NQYHQ61a5Zd/+T8zMtzgvgfvYd9Ve3ErisxoSuUqmpx6Y4il5jI/8P3fSz3w6XbaVKplAs/DdRyyJCEoubzlLW/k6aOH2Tw5xste+lKMzllbW2VkNCJOMgySSq1CkiZ4vmPdVcJiO/ddfTVPPHOYLEnJlUYoO5FMyUBopGt7z55wCnWJAgcc4WCES6YVnmPwpEaIHKNdelGCGyhUUMfftZOkXEWsLPLqa67hmmtv4f/+ww/w0Xf/PF+/+zG2btrEF/7uQ0w9+TDPPvYQ4zi8cvfVnJm/yK1vfjM3vu77iZ0qz55dA2Xw8gTdWiPLEoIgwujc0rccFyOFTYQmtVVzroji2FZhvm8XccchE5a4V6tW8VyHUqmEUh4mzyiXPCoVl5/6obdx8+bdBEpSGRnl2OnnuXhpkaTRYOf1u7kU95ioTlMeHmL33t0YbYd8lVIFgSTwXaYmp2i3OzjCIcsUQ40avlHkrSaH59Y4eXGZ+uQG3vyGuzjx5KPsu/ZGHNcvFuLL55OUgjRLizQO+09rhVYap9C/W+qYDTatlEtEymF0dNgGl3o+cZYDDq4w6LzPlq1T5FlGbjx27X8lTz9mePjsSbw84qrhBkunTrJzaoK+r5nvrdKROd2uRPUNrpEEnp2TTE1N4XseC0tLLGaWpeE5hnq1zMLiIlE/Jss0W7dupTZURUoIgoAkyzFGIx37Xgpcz/5OxrCy2qHVbOI4gvpQg3JYwvNL1BsNJjdM0Ov36KcJ2sD8/EX+6i/+jIfv/zL7do7yP//s/ezYcw3v/r0/YnJqks9//h+58PwpTJbiODlGRviBi5Ep9XqZbi+m0+pz9NhJLly8yJ2vvI1qrcx1N1zLPQee4cRP/iKveOktXHPdPj53z/08/thBXnnH7bzvj97H9t072bdvH+WwzPTURo4dO0azuYLSOUEQ0O9H63l9pVLJ0vGiqJjbWFa21oZyuUyqDStrTaRj8H0X1MAsYi9sWRrTVxYcJdwKTtDFOAHSKxVpOJnVuTsuKk9otVeJO6s0F+eohiEbNkxSrTcola25JFUpKrscR2XT0DWB/M6g/P+lHrMQYhuwH3gUWF9sjTHzQoiJ4m4bgQtXPGy2uO1bFmZzRZjplQoNUSzEUhaBj4WIfqC/HGgpX/BcV1TLA4hRksR4MiBTmjvufA0f+eiHLVfVEdTCEiudLp1eBGHA1dddx/T0JIHrcfjIcXZecy2LS2vWyiosMa4xXOXtb38b05uncT2HXi/GC0o0vBJ0OtZaXCmDMISuJE0jdG4YaYzguh6bN27l8MkTVsPs216iYwzKaFzHx3G8AqiSorGuPCEchDJIwJMSz/fROGRG4XmCknRpaZdNt7wGoQImezP86lu/h1K/Sb+5yIVnZjCjIUut8yRaMfPUItds28LqSsLZTs6P/MZ7KG/ew3IiSNOYoARaZTg9yDNNEARE/QjpGBAG6doUBs9LcIrwgiiKWF5c4sLMDFGvz0ijjBRQrVbpy5xqWELnlmmtshwhDLVaBcMYjz19kC3VOvXMZeb5M2SOYNPUBMITeOOj/Pff/jPe9QfvoF6r0Ou00UKQJAlGGYJSmZWlBaoN2yJxpEet1mB5bo7VM6c5+Y2HWW5G9PB4w1134EvBarvNuYuXuOqaCiW/VJh2DMbkxQDMXnwGwPdyuUInTQr0iTUG+L7P6OgoQjiE5ZAkia3jTltXpNIZORItQccJadrksUe+yeFnj9CNFFTG8EsOz+cpeZKSHzpFGBiqQw0qskQsDX3VI8Om3dTqVSY2jKBzxejwTmqVkFa7A2gqlTLnz80zPT3J6mqTufkFJoQhCKxypN3pkaQZxtjWUykMAeh1u6x2OnilMjqLEUIw1GhghKAShgRhQG4yhhtV+qtruMkaTz52Hy+7/WX87M/9PFft249batBNFb2kx9Zd+3j+5PNIY0Boao0S3a5iYmSEKIlQKsNzKuS1kHqlQp5l9NodhofqvPLOl3Hi2Ek+//X7+dy999EYGuI1d9zOyuoSr7nrNYxPjDNzcQYwXJqbY/8N13HffV9nenID8/NHyHNNtVq1bGhhaXjNZhPfK2GMXZDDMCQMQ0oYRkaHWV1dZRBWbAp1S6u5Rj/qod2cXGW4gaTZapIoCwqL+glBkYbuOpI8S+i2V4k7S+RRj6HxMUqVGn6pQiks23Mrl8gCKGVyOzj1pMD5V1bef/PCXLQx/gH41aJyfnEx/q8U5996/On73zd4cm55ya3cetvLBt+r0JaKF1bOVxxSvrA3/eKF2TKZBagEkGgkoR/y8De+yeu+9y6MSnA6fVSu6MUJ4+MbULnh3m/cj3EDLF/Yw/d95ufnSTJFKZBcd+N+HAxpmpAXFDDHd6hUykXabkwYlohj22MNgoDlhSZf+NLdHD15BuNIxsfGaPWaSE+S9RLCoIyDg68NWa/Jlg0llpoRndTHkQG+L62eMhsEfUI/SXBdn6FyjbQCN4wYdOscjYWTPPThJxktK578xhfYvtlluNGgUvNQ0SIjY+Pc+j0/xO7bf4Azq4pWrokiTcVReEJjXEmUaaTQGEfYxAxA5wapQYjMDskERa6dxJN2wOT5PgDtdhtny2ak6zBcGkWgyeIUg8ZxJGE1pNPsgBHMddb47x/6E37nF3+ZsBGi45jRqWGmdm/n9//iI+y5fgelUonW2iq6GuL4Pkk7IXFjpHRZWVnBDwLcoESWZvRUl7jVYeHMRWYuzHN2aQ2qJa7eu5Md27YQveQ2Hn3gfjaP1/AnN+KUXdIsxkORJhFhpW5T2sEu0lriSJc8t5hGlaXEvT6e51OvD9HNrTvM8zybb6dS+9oZAbmPkJp2b4XnThyn1V5FGkPoh2htSKSLrvrIcJR2p0PcVGS9VWojDcZlQu6U6OeawLMGJadkh0lh2cd366ytrjFUrbFt2zTz84vWiZYbmqsrjI0M4boC1xFo16afBIEHRpMkGf1eHykMWRYRei4jQw3LaJYW+hNnGV7gEqicQCiqQc6tr3wFb/rhX+Cam24nylJyJdDKEJaq7NlzNV+7+wt40sErgRLg1GqoICTOImq1Mkma02l3qVfr1pnoSKoOQJ+X3/ESskwhhcB3INcxG7duZHJ6ilq9ijI5URQR+iF5mnDd9ftYWVnl+uv28fzzM/T6CQQBxhjiJKZSqeC5AcrkDDVqSIG1W/sBJc/Hc12SJMGRglLJVt07d26n32/jVV2yOMM1LqlpkeaSTNkisR9HeL6PlJok6pJFLXTUwpeaoFzDLVXW49zEFQRMpRRnz5/n7MwCJk/XbfH/0vFvWpiFEC52Uf64Mebzxc0LgxaFEGISWCxunwU2X/HwTcVt33L8xE/9hxcsvP1efEX7YsCPGOTNXdY0X/n/d3QHrmfnSUqlEjffdCtf+9oXec3rXo2QklpYpr3aIncUrnDRmWFmboFrrr8RKTWry2v4jrSw8yS2Tf1SGZ0m6MzCkDzXX5f0KZUT+D6OEGgj6fcTxseH+NwX/pZLC0sgba6hdAQbRsbodDpo14JFa9Uy2eoyt24a4rYtdRIdcs/Jc8y1IhJl8F2DyRUyShnyJVeNhrhCMj4iabbPs/3rH2LSrXPsm4+Sbxoj3TTKS669liePn+f42VVu3jvJxpFRyCPu+/RH+eAH/5r//N7/wWh9hCXtkCuPkl8jiWOGaw2SLLaWeGXDa5VSaGnhSbmykTvacciyGKO1XTBKFcJKhVLg0o8j6sPDaBUjtNWUp2lMUvCJa/8vcW8eZul5lnf+3vf99rPW2lXVe6u1tFqSLdtCXollO4DBTIjZQsIS1jAQgsmQGchMAhkCEwgTCBAIEIOZyXhjM9iWwdiWvMiSF0m2dnWr96W6az11lm99l/njPVWSAdvMH3P5XFd1d52ru6qu0995vud9nvv+3a02rmpoAkF6aJlfftc7uPPGWzly+AjrxnDm1Gkubm3y49/9Y+AkM/0+URTTn5vHVJ4BPM5HxElCp9NhMBrT7/QJg5BKRXz03g+zkzeEScwNt9zAwkyHa2vXuPMlL2Z+do4HH/wE93zdN3q6nNagNUIpqiInFj5Pr9GaJIj2KGy7rIkgCBiOxmRpB4hI0xaD7S0W+ou7tFcP7sFgTMNoOGCwvYltNEo4CKeoW60JhIAgRMzMYKxFxxE1kGiFUhVLvR7tLCIVDickpfaIU63HtDttBlubzPQ7tLIE3fi0Z6MbnPVcYWsNgQKfZy6mzlHodrvMRgFgCYT0EUgGwiBEILHGgBV00zbNaJN2LDl37iJhMoshRApLVRVIJXHWMNzeQtcVc7MdXFNjncEoyEWFCiWJi8mLHNvUlMWIi+d3UIGi1UlppQGm2uLK5eukUcri/AxRr0va7XDhwkV6M13qqqCdtcAaRsOc0WCHIBCee+M0ptF0ux12RiOsMfR6HfJJBc7nT87MzZCmGdfW1jG2IYniPYZ6FAWMxxOiyC87h6MJgYoRjaIddoiTeMq3cX7hZxqcrWnKEaIZY8sxabuLkyHaqalqo6FpBGWVU9Ul4/GIbidlaT4mUTFCOy5vlF+05v5dO+bfA55yzv3nFzz358A/BX5x+vufveD5HwXeJYR4OTD42+fLMBgMXuB62804+8KF3wtZGl+se/7bVB1+nDEV4AtIVcgrXvFK/vRP38Gp089x7PB+jDGMizHdtMfy4j6K4ZCbTtzCrS96KZ/79EPYuqKuSp86EihUGOw59qy1OG0omglm+v2jOABnKYscV/kY9I99/EE+8eCnMAjSTpumqTl+9Ah1XRFLWCuGWOPYWB8R1tDkisjM05cl99w4w8mX3MVkY42oE7BvcYnh1had2LAYBAy2Rjz69Blmjh5ga/UinQP7eNkb72SnlbGaZ3z9N/4wb/jJOzh16jS/9DP/gm980Uu5/96/QBcVJ287wuff/xvYKuG2V38rybGXsWMNaSTJ64pW0EI3GqQ3IWjhi4lPBA98EXHeKKOdRqCI04zZ2TkG29fxqS9e8rcr2RJC0MoynG4YTvyFevbKFYIkwbVC/vKRB1n9i7+i281otzO+4zu/g7opmZ07TBxGbA22uXLpKgJHnMVcvXyZY8eOMconJHFGlrYpq5Lzz11g/8ISyXDCo+cvcdftJ1ic6ZPrgrppOHzsGAsHl3n00cdYml9g/8qK17VK6W3p1pAkKUYKnIYgUDSNQBuNsF7xk6YpQsChA4dIk5Qs85FUGB93bxwY16Ck5NLFS2xcWwNrcMLfiGWgKJwjdBahG4STVMaxYxxVENIkGbOBoKgbts+dIVu7zuEbbmC21UFFAbLVpnASrCCOYr8cDi1JElGVFUZ74FUc+3FYUxvCMCSOFUo6BIHfF+BTguyUC9JKE9ppROymNv3A0u4J+rNtnlvdZG1zm0PVBCncXkCAtZZz587zyU8+yM3HD3Pj0cMoocjaMSJSnuioDaEKiYQHCOlG02q30LpGW88cP3nLjaRxTJS0OHTDDRw4dJjxcEhVl4hOi4sXLrJvbp7FxTlU4FBRyNbGNq00o64siwsLHD16mAuXL7G+tkUQKvpZl/3796GEZDIZMTMzQ16U1KW3W++OPgA2NjZoxx2sK5mYiv5sm5nZPp1ehzjp0u320LYhLyYUhaFpalw+ROoSEXiKXGMt2hqKoqDWI4bDAZubG6ytXWd9fcrSjr2DFDa/aMH9u8jlXgX8E+BxIcSj+JHFv54W5HcLIb4PuAB827Qg3iuE+HohxHN4udz3frGvvbHhpU5Kyj1YiC/EPjFASIGaAqlVEEx1vbuF+4VjDK/w8AV7F4hk9p7zJC+HFBLdWN7+9nfzlrf8CAhIsgQ5jU+fX5j3XA3TMNufZbw0QgvD7bfcQjtLd18PX5SmmWhOO8q6mo4+Mm9/NQ6k5NraOvfe+5eoICDrtMm3B0gBjz76OdqdiMBp7rzjJsqqZmM4oZ/2GK2vcmZjyIn5HuefvEBUPcCimBAlgouftVzf1tx9z4vZUW0++NBTXJlo2qVkYeUm3n7fw1wr4D/++lt53d2vp8GxXsfMHLyZ/+0//TY/99Nv4cCNr6KfBpy/eI6rFz/P17z4IPf97k+w77av5e5v+h9pOn1kFFAjEGWNMw5lNcoYtHFY43kbyoLVhV9cWk/hampDU2uGw7EvylJNC5UvClhDVdc47eOHTp8/4xcvlSUMQmbm+xy++RYiY3GDHX7/136TH//JtzAe55RBzTivaaqGmZkOcRbR6XSoGs3C/CJrq2tkUYSw8KmHPsXZU+fYloLOQpvl5XmyNGGxM4erSuJYknbm+Yav+TrGYx/GKuQUHoVDVxWNDFBxiHWSMI7RpsDpadSZlFRlhXYeaiOVQoWpJ9Q5L7AXUhIDTV3SbrVJWilWTUdtBpQWpDZEqoiGEO2gKSqasUW1QDvJlkjodCJuOrjMaGud4fYa1595gsM33MRSd5ZhFNLoFlEYMMonHl1pNRpJkqXexCCV5zA3GmcFWRahlKBuHEz1/s45hBLMJjH9QCKH61RlwbXBgCSy3HR0gWuDEafODfi9t/0Bx08cp5VmNBq0bggDxf3330+cZMwvLCHD2Kt3EJ7OZywSQagUWE0cRzS1Jkk8sa87u0CSJcRSccsttxAmCZ1un/X163S6bX/6sHDrLTdx4dwFrNVEUUBTN+xb3MfV1U2KUnPl8iXiNOHa+jr93gwLs3MMRwOMNnR6HRCKvKymYyofiGwax7ioUEKxuTXkyMFFrBOkScL8vv3sW1xmYfkQcdJCyhAVSsoyZ3uwwY6rKGvP/oiiGJAYbRgOhwwZUlUVw+GAtbU1Vi9fYuP6Klma+FBgFX/Juvt3UWU8AHyxFeIbvsi/+edf7usCbGwN96JrVOi75BemXe9+BFNpllRyz04KUxaFECjpyWsSuTfQ91piifGMNExjvPEkTFi/vsXHPvoJ7nnNq7ygv6w5ffU5FhcXub65w+WrmzS6YpBPeMlLX8xiv8/Dn/osd3/1a9HlGFtUCKVIwoB8NKFuGuIwohiVyDCgMo66LNkZTThw4CAXLq4y3N7BNpVXM8gAUzuapuKzn3+GSoQ4lSDyNV51qMdK33F4f5ed9CjMdtgSFfc9doZZ2eHEK47zHz7yOKNxyHjxEK/8ke9Eb27wO7/5uzjTppaWd7/nA7z0q9+EnQyxxttI0+5+fvVt7/fuSGPoCM2f/u4v89vv/F3uPhGzcvUR3vNvvp+Xfcu3MHf7XYSdQ0yUwsoA4TTS1bjaEOLnhxWOSEVYWyGNREQZnU6f2+54CZPxDmXuRfXSOiIFVZkjFUQqYG1zg6Yuuemmm9HG4ESDNYadoeVDH3uITmN51fISdx26gYc+eD/rl69wwy3HKJ1lZfkQnU6PuB0Rb3td8dbmBi4f86lPfRrhBOfOnKFQiitac+uxI1jrVSOBlLTbCbktULXBEdFqpfT6PXaGO4Cn61ldoBuBtuBcRGP9fDGJW7Br7Klrj0xVEWGUoWTocyKlQ6D8G0vAc2ef5X3v/1OuXb0EVnshkpRYmimyCpzwyoFSN5ROYyqHEjApdjA2Y7sy9FcOI61mdt9BnnvmSWx1mpn9++nOzWFMQ7+dMTMzw+bWNkFY+CKiLY1xXmKpAgQKaw1pq4OTmiSO6c90sFWBKTaZD2sOCksxvsg4gDyOyOZmOL3WcOrikP6+/Tz55GN8z3d9H7/+679Op9slLyZsrq2yevkivVbK+rXrZHFA1OsBAmEdSSyoK41uHGov9BjiKGN2bpFWq8Xc3Bzdbpf9+/ezvrFOK4nR/S7aNrRbGRtra5TjMaEQtJOUIAi4du06oYo4euwYywdqdN2wem2dKE6JVEAriUnSJYZbA7ptgXWCWmu6/R79fp/V69cIkxBV+VCAcaV5/NmrqFAw15+hv0/S7s5zcGmFdq9HGCUMxiMmeYCkQVQTNvMtAiGIogwJ6LpmbP1CfDIasD3Y4tqVy1w6/xzVZEQ79XLZL7eR+4o6/8ajHBl8oWZ5V08qpwYGqfxzShTTiBs57aY94UpJRagMu2i+3cQTH+DqdcBOSIJQkLYymqYmy1I+8pH7ObC07O+8TYMUAX/wf72djcHAcyzw5Ltnn32Wb/qmb+AVr30tgQyoigqpApJ2hh0XuMYwGY9RM31OnzpFr9dHRZFPigD6/T7zc3NsbG0SNzHj8QQAG7eRQUagSvK8QElBKN8qdwAAIABJREFUnCUMtGFDJfzZU1d4bD3nuc0LWKEQDtqh5v2XnyLqzjAJU1p338Pj8QJnP/Q+dACpUoSl5NrWGrkeI/FsDqxDKslgZ0igBGEQsqEN93z7j3HXV7+RP33Xb/LO++7nf/nhr2M+PsXGx5/ghq/6drb23cqOkcgwY7JjSKIYIxswhtBZXBCiGomzGolmcWWZtfULRCoiirIpvnQa4RUESCxlmdPrdUjieVQAJ4+f4MjxwwSRpBX3uP19H+JXfu1tnCpLRk+uc+LAHPFkmyOdhIltePrKZV7x1a9jbTMnTBKyxNuPh5OcC489yYWnTpMawaYuEYHg0IFlttavsb52nWB5H40p6PTa4GBSV5RF6cNLp+ziKAgxzmB1Q6hinFIEcUSNxunKOzZLf0IKIz8WqIqCQIUeWG935Z+CuipZW73O1tqGl2U5vPPTNZ4v7gDpQxSqqqIoPFrUGA8jCiQYbaiNRhvPX66t4fgdL8VUFeuXznHm/MNkvQ7zy8sQJ2RZDEqitSUMANegLTQGnPW7gUhEhC1JGAm6QUPHTVD5NZZDx23HDtPceRvnbcyFT13l0pZjY3uHwoWszC3y3d/9vbzzHe/gO/7Rt/EP3/zNPPr5R7h88SyxhAPL80gFV69eIQgk/V4fJXyCfKAURV4hhCV0AqKEffsWOHDw4J5lfDDYImulaKsZTYYURUFVVdM5eYB1huWVFYIgpCwrllb2U1QlqJDxZEIQ+GQfg9cgT0ZDkjRicXGeyWSEmypt5BSLAP71N9NMIyUEeVPhSsPa+ianzpzlne/+I1771X+PX/3VXyWKU1QQoXWNmp0HZxBCIxG02n2CqIUNk70bucO7kNNWm15/Dmc1rSSilaTESQseOPVFa+NX1pKNwzRTXsb0F6Geh+b7Lth/HoTB3jHSF28fchoqb7n0MidJoHyqtkASSI94a6TEacVoOAEJdV3RarX47Gce4UUvPokQgve+914GO2OcVBw9epRJlTMe5hRFwe+9/U/5sf/pLRSTHGGgwRIjCIKQ7c0BZ66e44g8xvy+xen3D9i8vs6Tjz/Lhz5yP1vbO2yPR8hAeWSjE2hrsNrS1DWBED7KJoo4szlhu9DIKGOjMpgwxhiJ0Dmyo0BGSBExnulz5ytezec+8EHGn3+KlBKyjCCLeOrJx7l89jwrSwcxxmKFAGNRKvBdnTYYK5hoR+/oSb7/3/42f3Hr2/nzhz/Bhc98mDfddSuf+uC/on/sLt78k/+Oy5OadtZlqBsKGgIMsvFhBAaBCQOQBik0/fl9VBIq6W+WgQpwjUEGkimJHSUlrXZCr9fhlhPHCNKYqqlJAsuPfu938Ny5s9z7gQdIRYC0gtOPnsFMKm5/zav52AOfoNlpSHp99h08xFY4ZGF2htrAlcEQJWKEcQyQzO2bZXamTT4acP3qZRYXZ0jSlHw8Jg4jrLHTRHNBu9vB6saHHEiJaSpv8FE+I9FZi7MeBZnEMZ1WyuUrawjjdeh1XRMEEieVZ0ngx3Dz83PcdvIkjz/6MOOmwjk/EnLWYBEY7S36RVFN5XkZWtcgLQEKaR1VXlG1GoI4QqgQKwRaQ+/ojSweu4l8a5PrZy/QNBUqS4hne0RZSmkVVjiswWcBBiFxmpAXI/ptzVJW8Oobj9IZpZxfLzk5ewP33fcErTtO8vRAY9Q8Y7tG6XxnvzPY5CMf/gA7Oxvs7Gzx3976XwnCkF47pdPJmJ+fw+iS0WDA6Wee4fY77qDdbhGFMVJIAhVSVzluWmh9TFqNkIJ2u+1h+k3BaDyibkq01szPLlAVJXE3xprGZxOqACcl6+vraG1opQlRIMjznP3791NbLyQY7mxS5BVL8/u8ryCMGBcFdd2QZRmddo8ojWgaw9b2EK01VSl8arixWAsqCvnoxz/OG9/4Jt75jnezb2mZummomhwx1fMLIYnjFCEjiBLqRpPGMZ1Wm5lej/m5RQ4dOITnAVuiICHNWvy3d7zvi9bGr2hhjqLoeRCLc1NSHD6Rw1q02M3ZEgTNVIICexAgpSRSqWkx9G+EIPDxSHsFXPq/U0pJ1u0SBDFBaMjzgosXL7O0PIeaigqVDAmzmNXr1ynrijhMCaMMm3u9c1s4rDaI0IPIB9e3OHfuHH/453/Mz/78z5EEiuHODkEYsbC4zFf/vSV2Rjkfe+ABSqMhkDTGEEivZtiFxQjk1DsvqYkYuhRpQ+piQmA1zjiIFbW0REKxiebQG1/P9dVLrP7FH9F3OUrEOCOwoSaQgvFgSDVXY7Uf4QgpaKxBALX2S6kkUmwVE2KX8co3fRuv+4Z/zOMPfoK3/8pbeMPNfQ61c/7s3/8zVkvHHV//LSy99LVoF1ErhbGG0BQ45eOpAgnKxvTjDjOdLp1O6p2K0h9jEY5QKQY7W7SzjDCc5cQtJyjrEmO8XHG0tUUYKP7NT/4YDz30NBfXNnh8bZNbD+5j4iIeeuAR1q5s8f733Mv8vkX23XiUrN8hGIzo47jw2CmOzC2wWU7YkJrvvufVLC/NMd6C8WiH0XBIGCnKyZhhY+n3O8RJStbp0ExDVTE1gUymGYkNiBAnPKe4rEqMsZSTMePhDq00pMiHROMhcQpBEIFUfiQnphZcJ7l05QrjfDyFdllUIBDOmx+stjTWO9WUUiRJxHBYUBY5rSihKgquXV0liiKyOMOIaV6jExgtqI0h7Myy/0UzNMWYS+fOML54mdlOh6jTRTeCqoGycZhGEAc1tx2KeMOLD9MPtphcOcejn7zI3Xffw0cefJrt3k08uxViVJei3KGuSqQxRNKhq5xHHv4Mg50RdeOZGpExqG6LbCoRnelmhALKqmQw2CZJYoJgamOPFKECoxusdb54dTpTMl5Eundj0j4tJmlhGksQRP5mnvUoioIoipAyYFZINlav00ozZDvzphsrKHcmPPjAx/ma17+WupzQVDVLB5ZpDJRNzWQ4wU7ZGUI6nyqEP3Hr2tDoBpxPPCqrhjSK2doe8FM/9dP819/6HXrdPoVOUGFAFKVI4eWSQga+UdEak7ZxVlNVJbvRXkbX7M4w3JfJKPmKFuZ221ukjTE0Rk/ZsG7PbGKmHZZzjqbxfIZd3rIQ6vl5svBFWUjhDSRTdUcgJTLwc+pQhVBXqDBGioooCQgkRCpkMBoyNzfHYOcC25s5yyuztLKE69c2yLIWs/0uCzN9nnvsMfLRmO7iPEmSkJcl9330YyilvC9+uvAYDIacfe4ia9c2GOcF1jmCUGFwJElMXdbY3YRjKREWkkCB03SyhCCQ5OVkmqkGpZNIWqjCIbKY8NjtLB29hdN//n7aDioJIAitwZYVKmpjo8CncmjjJVpTk4xAoBAYA7nVCCRNXqFFQ241x+96KT/7O+/h537ie/idD3yUe14VcSR2nDAv5p2/eh/f9D//e86s72ArSZokCFshTU2oFIX19Lrl/fupqx1Ut4U1NXEcopylbkqWlvbRbXfod3v+zdZtEacpgZVYI1CRxJVj/uC3fpZv/b6fYFI4zqyPaefXiaed2xowbODaaEw5GLCQJBxdnCNwkh3gcl1x9MhRvv3N38xw6yqXznlD0ulTp1jYniONQvYvLRMGklaWYJoaiQNrsFYhbTNFyyqkMuAkjdE4x5RXLZlMhpi6RMYtdFUgZeLr8FTeqYTPxTt38QKjSe4XoYHCGYGUdpqE7ZeEptY0TYNDUNfVFCkQ0BhL4zzms8x9Qka7k+HJvoZrq6tMJgUrhw8iwhgXdVg+fhKb5+Sb6zQb1+kkXeqiJpaO9avrHD/W4dWHj8H5x7jzq+7mN979GW5/zT380jvup710BKMyCiJsMSbPx+jSUE/3M84KBBLdGAIVooVnSAggSWJm+z2iUNBM5WHrG2uMJiNuuuFmWq0MKR3OSXTtO81ut0ugIspiTBxBrzuDVJID+w9hraUsSrC+AQuUJ9fJ3bTuF6T8+IQVrxASgLNQFSVZFLHYbxNECUGacu7ixelYVJKkKXEcU5aeGukt6wFOGKwVSCUwONIk9fAh4LHHHuPBBx/knr//eqwUOCVJky67zB8pJVYAZhfb639ON61xRjcI4XD4ZuxLPb6ihbnXb+8Bvc00skVPBdluD2toPY1t2kXvjjl2ISBfqJTzIZS7qEyJl8ohJKFSCF1zw/HjXLlymsMH9zMebO+ZUZIkIkoCWoHwGXwWOlnGvpV9vPzuF3H6ySf3OvLtrU2O7D/Ik088wXMXz/OLv/J/ku9MOHNtlY3NTT710Gco8orBzogzZ87ghFcmzM7PUVc1GmgnCdZYtHaUVU3T1KRZTJolPkfMNWhhIZAExtKS3mM/Tlu87GveRLyxQfPwg5jRGBtIRFhjo4iUmEZ7F58xXhJkmVL7hdj1T+KExAlJZLVPM5meRkpdYmWX//DW9/L4Z/6Ky+cv8+G3/Tajzfdx8iX7OFjdRzx7kNXxIrkJCeIQmgphGmQYEHZSENBNWygliYIIYQW2rrz7Ko7JWgmHDx9GCUccRVSDMaOJod3LOHfxHIuL86RRw3v/+6/zQz/yr9m4vMWLjiyz4jQbo5zTFVwdV+i85KbeDBc31r10L8l4fG2DnUzwsgMr9FsZuoiZmenR63bJshaBAuEarKnY2hqRJAkqiMBBEEowGhcEOMDoGpWkqNBHMQUuoS4tVVmQRAGmstTlCFMVNEGGVKGXw01TKqx1zM/v4/gNxznTVIyGW9SmIlBTrau2SBlQVYVPWsdhnEFPm5B6qg+fVCXD8YggUgQhUx4wLB1e4ZFHPkewusb+pQNUtcaGkpFxtA4e5OIjW4wvX2auC0cWQn7qh15P2wy4/OxT9OaO8N/f9Xm2k4O869FLnBOKY+0egQpxhaEp/enASAky8New8FePUuBcg7AWbTTOOrqdLkmSIlxDK8vYv7xCXhVcvnKN+bn9qDCm3QowjUCKAJykriqypEUUJmijSZKMuq5JwsRzVSpNnMY+r9AakiRBSC+3yzpddNPQ7ffY2Nhgbm6OvDYMtke89733sjQ7Q7/dQUqLVAFBGBLHMdZaZmdn0c7R6XbY2Kooy2rK3vEuXCt8KrbFEVq1t9syTcOHP/JhXveG1xNHCYoQmfgbg0X4yCj7/CkfJzBiylI3FufMNLPTYb/M9u8rmvnX7WR0u236/Q79mS79mQ4zvS79bodOp0W7nZFlCVmakGYJcRIRJ55VHAT+xfLBiXK6aAqmVDYPcTLOoY2h0ZbRpKLRjhO33EEUpaysrHDD0WNEQYxtDIvzC/R7PTqdDlIo4jBm39IiTTXhjhM3c+bZp7lw4QIbgwHCwfbaOk88/jhxJ+Pilat89P6P8/tv/QOeO3uefn+OZ049xxNPPU01Dcns9/vTjX7p76ZNQxJIOq2ETiuh1c4IoxgVRqggJpAxSoU+cQGFNiV5rFh8zasQynJr2/LKu46TtCOUc1TWUBpDGLV8J6sNYRDuXVS7UkOYpnBbizAVGocRfs7pjKIyNaUoWW8krWOv4cWvezP/7l3v40HT4+nLCb/83T/NvT/9g5wwD3Gyt0PEFgTSS6RERBrG9FodmqJBOryUbEoCi6KIVqtFr9fDoSnKMcW4IMtaXN9aZW17nW6nx/UrV7C2pizW+I3//DP88I9/D49eW+XBaxtc0paxs9SmIVaCLFLceGCRMq8wWUI80+JlX3WS4zcucOH8c4AlCAMclkA66nIErsGhaaUZ6+vrFOUE67SH1jQNdeUJZWHoOzAzhaU3TYNpGqqiYDgcECqLMzVG14RSEAbBXoJ4oPxNfGlxiTiMCcNgr4kw2hsVnHN7Sz8r/H5Fa41x3lwVBD6fr6kbqqqiKktGowllWdM0Gl3WHD94hEuXLrBTDBGpojQ1rXaHySjn0lbBRAteftMy//xrX8nVj3+Ek/tWePzhmns/8jSXbcwVNc8TV4f0lw5R4yh0SZlPyIsJo3wHXVeocMrvFhYVSuI0xjlvLw6CgDzPyfPc70ukIlAe1L+9vU2jNfd+4C8ZbO9gDcRRQpa1EcJr27e3t0niGKw/FSghPSzIOZIkQetmSnXz1L04ikjimKYscMb60NowYFxWrG/u8PQzpzl1+hy33XISV2ukDEjSbOrEC7w7t6nJi4KyLonDEJiSKp0fNYFFYIkCz3SPQn86j+KQz37202jtx15K+veXmOZxKuVdwMFUYYYQHuO7O2JVIU4ojJA48aV74q9oYW61Urqd9t5Hr9Om32sx0++yMD/L3Gyf2bk+MzNdep023XaLTiuj3U5ptTOyVkoUP198lPqb4a5S+G4xDEMqbTh67DhpknH44CFWVlYoyxKmGW+tVsrcTM+PVrRmZzTixK03o5sGUxsuXrrM06dO0zSGp59+hqeeeYZv/uY3MxpsI61DN5p3vuuP+dCH7icvKhpj6PS6xGnidZNBRBzFhEFAqS3DvGIwHPmLpKz8OMa3amRRRBIpkJ4sJ6IWweIyx07czBsO9LnBTBAGlDEoEYCLMBPD+voGQ50Tt+K9QiF3teD4I7YQAoVBCi/aqq3GmcbbREWEaQTNaEwUGKowZKOI+YVf/0Ne9p3/gvNLB7j1Za/iM2/9fe77he/jtuYyS+wQhyCUIk5bHDp+E+l8nzDwSStxFJEkCXEcsf/AMnEcksQxhw4dABwLy0s0wtKfn6GcTAiJmezkCGNpSc0r7r6NeGWB50zIdROhjeVgr4fRjsFwyFhb1uqGR4c7FDLkxIGjtKMQhU/gjuKAwfYGVy6d59rqVYajHao6JwwDOu0WGIOum+lowaGnippQhQjhY5ik9CB5FcSoMGBmdpayynGmYrC1jtGNVwJNE2mEkv643u9x84lbCSKvl49CHwQqhbfrTiYTispjA3YjrsB3xUkU0YpjBI6dnR12tnYYbg8xdYOpG4SzqADSNOT06acBw+HDh3FNQyYsN2Ul/8/PfBMv6oy5/PBnuOvul/Nzv3svj+UpV7J5zmyvMdi+yAwly1LTMhWuzjFNg9aOuqqxWoP13JSmtgRBQrvTI0xSZBgRJwlWgJwWZCklRVkiA8mBA/vp9XrkecnDjz7G9s4IYyGKfEfsEQYT8mKMCgTWaf9nCUU+xlqNFbuOy6lkVkrmZuco84p2p0NZ1/T7szTaUdaWJ595ljSOOH78GGGkvNHJegBar9+n3+9PVSCOKAioy4pg+n9RlSVNWaFwhErudbdCCNI0xQpYXb3KJz/xAHEcEwW+uPr1kJiGLsvn91thgBKS4AXFWSh/UhXySxfmr+goIxDeROKkwymHc/7Hcc758MQkmo469JQDoPd859pK3xVPP98de+x+GGNxpkFbhzReDiNdOGW1hsRxSlWMyIsRVTliafkYWa/DhQuXkAiqRlOUOZvrGyzMLfK5zzxErRuWlpdZu3aNez/4V9z+0jvZWL2O0Yb3f+AvGU1q6tKwpcd+3q1CP0OWsLk1IFIBeZHTWL8ADIQiihKfKpHGRFFAkgRUaKraEqqQNAkJTIlG0ZmdozNYJV2tqPOcVua77KqpEdYRRBKkv/BX9u33XQC7wZHi+Zk9jsYJcAFyij60Dirji4Jyjto5rHaARQnJZlET7b+VH/+V97L62H380V/8a37+B/8Jv/pdP8TN97ySF33/WxC9JQQJYykJnMI0haflCUsUhESx7zxmZnp0uh3W17anHdeEyXgI2tDr97l2dZWmrkjSGayKyVK4+yUnedf5+9EqYi6KocnpZyG3BIrLkxEn2j0+k+eMhxNqNGEaszMesaQXWFlYYJwENEWBUh2KcoILFNYZwunNKklS/NDHoSKFkhItPDhfAlI4alsjQkecxoy2a+IsIR8WRJkhkD5sFxX4btKBtpYwTun1F+nOzDMeD8jH20hrUVLS6IZxXqMbTRJFCBHipKKuG5rGEAUSAkEYx1RFwc5oRJDEDPMJ7TSiMA2JUhw6dIhHHnuCc6fPEWuDu/oUb371bRy68RU8/Ifv4eCJA4w6GT/9tgd5YgJVWHPn3A30ZIPc2WQhk4hmiGl20C7AiYRJ2VBXhtpalLaEYUQYelZzGHo2zM6o5DWv//ucPHEzn7zvQwQqIookUZagmgBdlcx0OiwuL/DY009hXMPXvvY1Ps5LglCeQVKWxR79zVpNWeYYY8myFroukcoD/HVj/XgukfT6s+wMdwjigLLSDMc124Oc9avXeNmdt1HmOyT9lDCSOBy6bsjijDCI2RrskGUZEkFe5hgMKlSYqvaqGikJIj8uCkJPINR14cesONZWV2l0jXEaNx0Betq1QAiFw4HyXa8T4ReQL6UIEO75vM8vWhv//yi4f9dHXlZThcXz/IvdhUgwhRQppQjDcA8G8nyIqU8t/sKC7PZiYABP+WosWnubZFPVBNYDsOcXZwkjx3Bni7ouqauGa9c3kSJiMLhGXdcs7Ftk//79PPjgg6xeOs9gNGB7NGQyHPGSO1+KcfDRTzyEQ3L1+ha19pE1xmkwgqSV0e10OHXqOXqtlMYKWlmHoigxRtM4DUKSpjGzcz3aWcJ46KVcE1EzGo7QzlELxfzSAi8+eoh/eOeLWH38YYp8xEy3xfxMl3yyMZ2R+aVFFEbkk4JItRBC7TEenNvFoorpbN3uzdj/OhDKYXwKiAsBhXA1SkrWJ5reLa/lJ37jQ7zz3b/Fye98PXNmyF/83A/xD378f2dtZpmLQtNptShzH9raTgI63QwpHL3eDFJCEkbIVou5+XmEELzojjvptDNGgx06nQ5BfxaNoNAVoQr4Z9/7vbzvg59mVNYsKMGt3R46LwhmOwyuXOPmxRmu6YaLZUFelsRJhDEVg+11yskO25vXMbWXth09etSjIUcjdBDSancY5xNanZY/uiuJNiXKWk8eE3i3op7q5RG0Wy3qWlAWY8bbJUXfELQFQhgkDmn9ckgIwczcHEeOHqMsdggjST6eMBmNKZuGvCyQMsDa3Ty93f8DKMvaa/BVikwCGl2Q1xWyCFFRSCwrbBOAFcx3e6yePssrZob82r/8H3j7L76djYWEm++6i7c++CT3P3vJp29EgoXFPrWpGBCzXUXMtgJaYUPUlMxgaUyOsGO0Mti0hRMBRV5SjmuMjojTFCmg3+nxdW/4eu586R3c9+EPYoKABkuWJGibQ5IQhZojh5e5cPkKZ89f5szFa5y48QhxuLsDUoRhRF3XnlWhJY22RFHkwf7Cw+qN8Db4RluE9CYVgzfiyCjhqacf4eMfe4BiXPCaV70aizcVGQKSKKHT7nHhylV2dnaw1pLnud+BRBFNbRHOIRFEcUQUB3snS797CAgFWK2RFp566imUCHDSS+q+3GPXo+GTZp5vlr7U4ytamIfD4V43t1ugn3f7PY8E9TZXLzARU22yE4IQcE79rWQ5vxQ1098FVVMihcKWOXNzcz51uJUxMzfL1taA8+fPs7q6ztr1DQ8sUQGDs2d58unTtBLB0vwMYRxRXFhlZmaOD3/kY4wmOZeurPrO2PqkYSk1TgpCJZmd7ZEmCcuL855fUDdMmmbv5w3DiCAU9HsZx44coN/rMNqZ+DdBc4XtraGPpZEOoStefvMx9gWGYehozXbpdjrcdOMRrq1vUfpIMZQKiOOIqiyw7edvZvDFMxZfyB7ZvbtLJxBWoIVn8ylhyEcTWjOL7IxrchFxx5t+gNmZkOH5x+lUf8wn3/s2Wiv72HfkdrYpvBomDIjjmNnZOc6fP8f8/Dy9jl/6djs9sjSlbhpa7ZStrS1P/mp10I0hkiEWQRIHJFHKq267lVPPnmN7MuSz21v0FaxuV+h2SD4asRDFrE0qxLBmuTeHUAKBZTxFsh5c2c9kMmFrc8Dy8gpJHBMnKSpKCeMEKQRh6G/icRiTJilOTE0LQpDGIY3xiSBISZx1cIOStNvCKMdoMkYGvuAEKCwgAw9AuuH4zYSh4qknPsckv0Tc6jC5vIazDje1avs4sxcsuBuJERqXaAg0uiqYbEuEVh7u34ow9Yh+mpD2at76y29h89HP8Cf/8Q+45dbjPDAZ83+/89PYTodaRIRO0cr8WKsq4PrWVeIkpA66OOkwpSPFEruGuU6b+a4gLzXDqmFbwnZeoq0hL0sOHznC5YuX+al/9aO89KUvIQsFSaimSR0hSbePcIawmkCguPnGIzz+5Bk+98RpFvet0EsF7bYvvnXTUFYVHedZLN78IcknBQIIkwgzVWZVTb2Xm2ms4/Lla3z4o58mCNtsbmxx5PB+luZniGLBeDIkiEK0tkzyfG+U0O330HVDXVdIBAf2rzAe5z4nMYtJ05Qo8Oni0x5vr/FL4oTxaOyZMf8fBsFf6j33tz2+ooW5mRapFwat/vXEkt3Pd2Uxf71w+3md+IKuG/AMZXxatrYQRL7QxO2E+fkFGmuJwpCFhQWKSc7KygorK/v5/OefoMwLausgyIhixeH9y6ws7OPy1VXWNgacP7eKM9rLeaYuqyiISKKAoso9ZD2SxEnI+QtnCaRCKZBxgDMGhMThOQNzs7PcdONRVlYWyJKUpYVF8lHJZFRy9ep1kAGpkhyd7VOsX8PesMzswizb29tYXbG4MMP8fJ/Va1sEQQjWEYYBWZbtHZ/gyyeS7z6e/zdTc48AK/wCM5ZtpLYkoiZQAtHqUlSK5MgruesHb0evneWphz7O8PQlsALt/PeN0oz5+XniOCZJIubn51i/vsrOzg6dbpuyKKiqgk6ngxCKcpIjVMDnnnmaXrfL0UMH2Bpc55/+4zfx8z/9C5goYztvuGlxhrSakKVt1i5cIViYIxOCOIaJqTHbOa1EUdUF/W6XMIxIUwEUGCfY2BmylLbRjQHl8ZpSQBIlnj7WNDjpsEbjdENlDM55qFEUJTS6wkmNY8Jw+woqb0D6vDgrmC6rErCaVrtPf2aZdu8Kh6OMtWtX2RoMfXiw9Tv6utIeLm8dUjpU6HPldOMIhaIXz2CMY2ewThg3JGqeJSFNwkKOAAAgAElEQVRZLp7ml372u/gv/+t/4fWv+yoWXnaS/+NPnuB8A4UMCXJDP4akEyDC0C89V9cZj7c4euwgEkfZWJogZVCUjDe3ibVmsRUw04lZ7CTMtAWDseT6zhgVdxhv7bCwMI+2DY888lleeddLsI0mihNkGNLqdgiloC5GqMEWJ2+5kfMXVnnuzBl63S43HF7ixmMHCBNLmvrX0hqNNYamromjiCxNKYqcRldUdYUT1jNFjMYaaLTl2vUJa+sDPv+5B5BO8w/e9LUEyo9K4iSjbDStVuqDDIKAhYUFtrcHe/I76zRJEpGlMc5Y+v0uWZaRJJG3VU8KJmUxzXqMKcc1R44cJYoiKv3X2+XnufHPv5+ef1/t1rAv9x6Er3Bh/uud2h61bSo/eWGBfmHhllKiBH+jcL+w496Vy4FASgilwmi/BDhx8lYCJcFplApZWJwjz3N6/Tave+1rOPPcc2xvbzO3uMBdX3UXujacfvpZNje2GA12MJW38IZxPHWO4R1MClBeIRLHMVVVeTNJrachmoZuq0VZ5kgp6HfbzM20mZ/tsbwwj98NC5SIWFyY8byPRhKHiv3755if7zO/b5lOGtOKY7YHQzY2ByzO9xgMdnDOIqRiZ2vbi/uzPoa/OaoQ0h/RxAtuiC8s4rvqDQMgHEpKQCEI0E4QRykKL/lRapphprqYxRdx4xuPU6xd5omHPoalIIli+v0+eVkjlGIyyRkl0XSZEzAa7XieQhj5LjROGA3H5OMcCcy2e7i6pt1N6Z28gTd8zav5zF8+iLQN13e2OCQlq/kWYm6WSVWz1I9ZmmtTjwZ0+imDwQaBAtNUbGyu0251EIG/aadZDMJgmganpwwHoGk0JmwRhIAAazVGN2itCaZb/CDwPfHB+XlOPf0McZrTxA1j16FwynOzhZ87h6EHdFVaMju3HykaTp065XXRUqJCf+oLgoBA+nTxsiwIYkccJiSEONMQtAIv7coF5XqJ3HmOb/3GW7n78Cv5k9/+I173Ha/j3/7OfZwaOXakIkoiMgslnq0stCBRIa5sqPQEESfIuEOjNVhDORqQVw06jDBBxqoQjGpoG00/FsykMN/uM6kFh4/fwA/8y5+kQPAD3/t9LC0fojSOllAs7VvkxluOo43m4tnniNIIxBovv+sO/urDD/G5xx6jqkra7S6zs7OUeUUUhLRaKZNxjtMGUzdY2SCVvz61rgmigLLWqCBidf06jz1+is31itWrG0g0t584zrFDKwhpqBuLFRIlvRmqqWrqxjAaeYlkqBRpmtJOM4rJhIXZGdIoJs4SkiTy9EAs4/HEq3O0JQhCwlbEpcuXGY1GhEmAtV84AvxyI4q/3kB+scdXtDC3Wq29Qqyn+MDdAm3c3yzc8ILOb7ot36XM7Xrfny/ifpGDUyC8NjEIArR1zC8skY83CIMQXUniMEK1IM9zHvnsJz0pLko4d/YsH/nIRzl79iJOO4wDGURIFVA1fuZqrAMpiLLMw8GV304Xk5Km1t7M0ejpMUrRaqXM9NropmR5ZR+3nzzB/pUl2q2McT7BaEcQBcStBKkkkYQ4iVk8tExvfoYQRZR2abo5Koq5PUmJkoxABpw9dxEnJZVuPHawrvdwm7vzrb2PqWzuC1+zF1w005l1iERhcMJhhEVICyici6bPT7+OscQ4CuOYOIHr9dCbo73ZmlfOKEI1TQZJUu+sswYVqD3OwXg8JkpSlIp51Z0rXN68RlEXRDqg3c548z/6Fh77xIPcvryP09cGbBnDellTa41rNEsH5ki7GSoKqMuSST6kk6XooqDVymjiECkDoihgko+QokOAJXQN+fYOWE3SmcUYS4BFKUHZNFhdohDgfFeNc4RRzHhrm9HVizz82L3c/upvwC3dTkWHyHnDUGM0FNOL2Hqo/GBwjbNnzyGEAizCgQxATscmwhrSeJqgLSQysBy55UaeOXWG0Dr2R5oVU/C2//R9vOe33k1857fwmH6E97z/cT5fd7hSbLHYzZg0GiO8iSpUIbqs0E5SVRXlxF9/mBotBXlZoM1UieIanAITKMooQkUhkyrHjEd0Y0MvSzj/zKf5uZ/4EV788tdw0/IisXDecask/ZkZOp0uSZqysDDP2tVL3iRTG06eOMYTT53j4uVVJIqmLPnaN95DWQ4ZjwuiMELiVQ1CgpKKIFA4Yfl/qXvTGM3S8zzverezfGutXb3O9Mz0DIccznAnRVGCLRGUlIiKFEuJYiGKFUMOHSUKgvxLACVAbCA/bAQQECB2EAi2YScRJDOKRYdSSEqmKFIUZzjkcBbOvvX0UlVdy7ed7d3y4z1V3T2kqPwb5QCD6a7u6u469X3Ped7nue/r9lFSDgqazvPMsy/yxuvXaVrFwd4N8I6f/7mfRmlQWU5bNwipEVHQNB3luEiyxBBPMbTRe4Qy6T0iQSmRwEdFjlCCQOLx2Lp//wLWeR577FGUNnSd6/cwt4vziYLk++GJT99b/x+ud9ySfdLNnYi/b8+Iv3ceeldK9vd83N81EklwmIiKgkgkyICzHhcCw8GYtj5E4E9nesFZyjyjVpKu69g9WPBnTzyJyYe4qHEx4R29iIhg0XmPeAwaJyQxy1jb2MAuF3SzOeNBgbUNrrMUWQF9h7a9OeWHP/qhpNEeDbhw7hxFbrj65puImLz50ctkHZcG3825dOEBMl0SrCdET93VlOMp2XDA9pkzbG+fwShDV9e8eX0PR+T5559nNNkGODXm3NU1c7sQ3zk+Ov25FH2ShyaItH2WShFwRCJeKHSEwlksnk4LnMwJomAyWUdpget6sl1ZMhiMyHODxCOjZzk7RARHxFHmGVqmueHW2hqzeYUYKpquImhF03lcdEhqjFKYUcnzb96g1Qad5QyCgWZBpgyFV+y9cg1loRxoykFJcAGdG6yNdK2jGGY0XQcI6mXFaDCgreY0qwXWO8x0Gz0YIoTEtg1dVyO8wxOhXzBLKZnN53RSsHV2k2F9htcf/wM++AtXyLNNmi7igwYJLqSdhxBJEXR8OGd+fJxcYD0kRglJYzuGRYl1DUqQmBK6IOK5/vwrXJYw8Qt++Sffw8ffNeQP/sVvc+WTH+Mz//ifc6zvwwzWKDd2MasVyKTvj40nhoBVnpWw1DGgo6Y0WYr8sjU2CGwXCCLxxKMAKSy5VuRGEpXBmQFNFjk4PmSw9Hzs/e9jWGT88Rf/NdtnzzMZGEQmEDGwOD5ChPtSl6s0Fy5dZmvrDP/Pl77Ao4+9mzfeusnBwRHjwZQXXnyDrZ1neO+jD+J8pCwLtBbUzRylNEYYrHUYk+LJlquGF195g5dfvUoMkqefegJvG/7W3/wFdjY3yAvdL3+LlM8nk7piNV9weHhInud0Tcvi6IjBYEDVUwfn83lCcubJJyFNslkXWZa+d94liNSqYmfnLEIKgvOEt00kvl+g9Pf79b/semcLs75bkXFSWN9elE+6vTsLdkDc9Xu+348hgXYAgvSAQEWNHk7Yu+nISs1gWFAt254XHNnY2GJ+dIzayLj/vsu88urVpGdUBowihi4Bh2RIG9/1deRgROsdNkQObh2wORwQQsfF8zsMioJbu3tsn9mkaVaMhoqds+vcc889nDmzg5aSW3t7CaBtclwgzTyjomsswigmgwEmKAqds+hWKGMoipzg0r9bZzkPPnSF1167yqK2hKrl8r334V1IfOj+np3c29tL0tsvICnFHT+XpP1W0tsKJQCT4OrSg2wQscIIyUxIvIhIEcAv04ywWlKqNabTKZtb67RtS1XXWNsyLvMUz2MyRJDEmNIurGuRyuBtx/r6Ovu3DhBEpnqAzsZUruG4WfGbf+8fcLS/wntJIyxrxYSh67h0fgeZZ7x09Rr6FdhfHXH/vfeyuTFla2uN0WiIdRatCurKkhcS13kWfkm7WKa5JJHBZJ3R2hbCFCChXq3obEthNJlUtLa32xIpMkPd1Hhr0csjPjBVzP7k8zzyqV/ier2i2LlAHaH2nlXrabpA1wVaW0MIyJC6MhUhIxCiQwePtx3np0Oq9hDnA6Xv+NilKT/20Fk+fOUM33rmaa7NrvC7L3m+9eU/Qm6eRWVLzirDme1tZsslx0dHDIoCm/LAMEJSoCl0weHhMdvnz1KJBDeKXYeOSeLVBpsYEMb0XHSJFAGPS8hOM6AWOeWFx/il//Dn+e9/479i69K9BKXIpErFXGv2926yvr3BYGOTPM8ZjMZ84EMf5NqNm3zog4/yb77yJFdv3iDPFc889xIhOj7wgUfROqMc5HSuQhtNptND1AfBYrHgK3/653zrO8+hzZjnn3+etlvy6CMP8SOf+Bi5kSyrinI4Zraa9wtCUjSYt2yub3A0S3jXwWBAXddorVmsVqcCBCkTkTG6vvCGgNaKrmsZ5TlymnHloQdTTQkRlPieYntXvN3bCvP/LzpmlZnbXdrbHiQns9E7Z59wZ8G9PZdO/4+nXWGMCeauhbrrJsUYEtTHGFazhvFojVYnzaJvBZ2zPfReEn3LvZcu8trrVwkShufO4rMCERz2+BCT5YjJGlWWk5clZu8Wi7euM5CKvNDUiyVnNjfZ3BzzYz/yIXKjmc/mDAYlAsdoNKCzHfloxLxaEU/ji+Dw8IivP/5EOp7HkEBB0dJ5SwgSEQN5kaMwtDaQDQZcfvAhHn5rj28/8wJdU/P000/xYz95b3JMCZmAOTEpVDiZ58d+pk9M6oDTh1o/CkoC3j5h+XY4gRS9k/Ck704Ke3zo0MITXQOZQJkMTWA6HWO0Zm2UUj/kaJhy8boGLRTNco4alqlIOE+9WhCDR8mSte0CJQJyrgm1pFt41ouMtUnOK43l9b1bfODcNrO6wc9bikHB8a059z54DzF0KS1iOMYUI0LTUneBPM9o6pa2WpINC5zvwBjK6QbjMxdxQpMLR4weJRPQXaDpGpdSL3yH8y3RGAoR2IoSbTPOViuG7TXe+l//O2TV8UIYsRiMYG2Lex/9GOvn7yGUGZ9/5gk2XEUZDa3t2MgyNnPNeDzmsFpifcuHpOJjP30/h9OLmMUej5xd5/GnXub/+PJbfGO/5c1vPstBrQmTNaRtCUFxc++Q8XjC2Y0t3KrG+TTjjlKyapLjNLQtaMFwUNLZFimgci0hRoJNowNCGtlkKseIDGU0IQraLr2WnG1QyvOlP/pjnnr2ZS7f9yBZZhjkiizTBBmJMpJlecrxUwGTKy5evMiZrU0EiosXt7l6fY/jasVX//wJnvnOUxgh+KGPf5iIS+9l6wiq42g258beAVXVsnvzgHrR0nQdRwdHrA01v/LLv0SWC5CR4WTAfJXmwm3b4oNBaEWMjvX1Deq2xRjNWwcH5HkOImEgpDgZp3Xp7xaeg4MDtBSAIhuUBOe5/+KDnL/3XlqfDEmR7x253vXzOz7+/erYX3T9lVn+fc+T5W0f/0FfWHra3Xk0FykPTGdAQjUmt4/ERyjKjK3tHQ6Pb1GUMjGcpSbPk0C8CSBVJDSwsbHJwbVrtE3N8MzZNNwfjsEYhDbEasXy+lu43ZsMpWAwGTEwJdPtjI3NCR/+4KNcOLvN8eEhV+6/zEMPPYgLjqpuqeoKZxN03RhD13mauubNq1e5cfMGQgpynZ8+3Z3zrFYVudEcHB2xtb5GVpSpm0fyrgcfJM9SUsjVq28wnYxppCb4FFfvT4w3IRViL054JLfvbTLrhDSb7+OhnAuAu6O7Tt1lFP18VCQThvMWJx0qppnycr5gfnzMYDSg0x1lrpiMRgQiAod1HcGByXK61jIcliyrFflgTDkYJRmit1jXgRDsHxzQOcu4KFjN58QIZ8+uIW3NUCsWUdBUNTvTdfJROlUAOOeo6prgfMIu9ukXRTGgs54YFWfPXWD7/CWywQTZu/O8AyENQiRXZOogBZ0FpQyZMIh8xHFUWG0Qo5xga+4/N+VcbVk7WLF7NGNx6wbHz32Hw0Iz3FrjF3XD+KMPoeyMstCYKGi6BmyDyCd0+VmypmP53Iwf/aX7eOrGkP/2d/6cPado2iHZxkUqvaIYero2jWRCCCzqBW3bMp1O0blOFLUASqUHsXMeZyLD4Zj5YsmqmpPnOSbP4I49BCd695MEoZ4jLaVE9TKy1998mT/+8hdZW1tjbTrFZAbBbSu5c46mqjBKI0ROvVqB92xvrNFULY+950GuXb/GzZvXOX/uEttba7zwwitcvHSedz30ICG6ZJ32DUFKru8d8ObVGzz9/MtkWckrr7/EeJzzmV/9ZdbWJiglKMqM2aoiz/NkrbdpWXvy/srzjKLIOTo66rMeE5+6axpyk/deiXSvbuzusVpWjMZDVM9OWS5XTNfWksNTRoROLOc7r+/1A9w93rjzxPqDrneWx3yHOjv4u7/AILhrhPH2p9JJh/320cWJdbMcFWgpiR60VCz96vTP6Vxg6+w5Xn38Fa5cuYgyCoOkWi1RyhNJmV3LVeDg4BApoI0eozRkOTIrWTU1vvNMhxP2r75JFhxoePSx9/DG8y9x5b5LnN3ZoOtW5NkO9146j7We1159hfWNDaTSGCVZzGas5gucjzgPR/M5zz//Am1ncT4wXdugLAuUTsuz5XIJg5KyyFmuOvJCkpeGIssp8oxzZ86wezjj5vXrjIYDyizHdQnMHuhPGKl1TsCWEyVM4PaPY1JaRB+xwffqgTtMQCGmsM0YUwfcj4sinhAs0TU0ITIcDlFaMixLQq9p7pxlMBrhu4bXX3+TB+65mPgLSrFaNYzGa+R5gdQ57aphWAzprIaRIZ8esCCwmi04VxZsqZI350c0MVKUY2bVErRmbWObuvVMJwbnHLPZjNFwgusNJlmWobWith3lYMSlyw8w3txisLaF8yd88JjSt7XD6hbbWjyeSEAICQJab/FaEYdrNNk61251lHVLnjl2D46RUZEVgnXlGbtIYz1iMSNTkLkWI3ojlVSsgibEAl0JqrphlBmeeemAew+P+ewXv8sL8yn5+hBRjnGhIpMekMQ+kTk9YBU+BpquZbI2RWc5h4eHOJvUR0oJBoMBZ8/uUDcVUPYoA4XrF7QnqoJMJ6557OlowjlkjP1oI/L8s8+yXFVcvvciRZkRvacYlQwGA2KICCRd02C1TsoKAePxmPvvv48b12+wszHhvQ/ez7eeeYW9vX0KozFG8PrV69zYO2BrbYMLl84jlOLw4ADbRSIZlx94N49//esMC83WdMh73/0Qo1GBcx1Nawk9JyeZVBIbOdUGfVpvmiYBvpRMcLPhcJgaDCJd07GsVnRdR1mW/RIy7Z1cgLptsF1HMP0D620ijJP7d9cujNuds7jj13/Q9Y7rmOHuQntyBXH3F3eX2YS3U+Vuz0qNMQwGA8pBTpGZtDBYVuQ+If6U0YgIk+kmxuQQNU3nUUqT5QXetmRZ2trvv36Nuq6RRjMZrgEa65JFGSHIy5LZqmK8mWbF589MefnVF/noBx/hA+97GNeueO/DD3N0sM+12TEPPfQwk+mU+XyeFhRZQV03KKVobYsNgq5ztM6DSnHLa5sbCCVompbZbJ6WZFIyGkU6H9AR2rbDSMVwMAABTVtTN6vklBJtckdJ2Qepgoh3P9DuHGHcLtSpeIfokxNTa3TPBnD9CcTGiLhj+5FIgC2hy5G0zHZfwlrL3v5Nzl+69xQED6Lf3E+ZL1ZcvHSWqq45c/YCs/mKgc5xEaoYiNHR2pbZrVsIJEZILp67QHVjl5v2iFCUHLc1fnlMRDCdTnjt+jXe9+AOUuvUAXlYLBZEHxgUGa7taJpUiLYvbDNc20JnIwIqQaMkEAIuJOeZ1CD6bjuQltbWdqiwou0agtJcXbbMW5DLllwHHBpRdAglWB11FAxog2Nh5wQMXSMYbiaLc3M4R42GiCzB3/X0LGG/ZfvhDR7/+svMZwV11zAVY1RmcLZD50OCj3i/wvZKAN3nZtZdzXQ65cqF+3jxBcfBwTFCJBLcZDpKo7bGYjKNQKTA1i65DKWQ6c0VIfTJHiLERFzkthzVW0umJIM8x0jNYJAj+gXxmZ0d8jxjUORkRlFmGTIzrK1NuHjpIg88cJnnnvsuD1y+wKuvXmNetdw8OETnki997WscHR6hhebjH/0hHnnkYZ577nm+8rUnCBjmiwrnLAMF//7f+Bk2NiYAdK5NUrjhiGqxJMtLFovlKfxISijLkuFwSFFmmGHJcr4AD21dUeYFXZc40M458jxHCkXnPCpYfIwslyve9fDDCK2wrkMh0/vkjku+rfCms6Q4rcyid90K7p4QvP16Rwuzd3cspe6YBacrfk9hvlP2RZ+AcDJXDiF1QmWZMxyW5HlGphUWz0l4q8pMYkpIRZYrPvaxT/Dk43/K2Z01TKZw3iG1IYpkGnnt9dcJUeKDIjNF8sULQdu2yEwjyjzNgKPDLTJWy5r5fIaNlrzIaas5znkeuP9BDm/tcXh4yNb2DllWMlssWSwOEu60j6Gp6oZrN28yWyxT9JCUZLr31nvP8dFxgnc3NWU5YM1kdNaSEXFNQ4ghdboImrYlRIfUAhWT6N2o5JgUd5wu7lK6hPRiCSGk+Hrfa0GVYjAYnEreYghY5+isT/rtSIrRkZIQHcFZRqVh/40pSiVKV7VcMhmWaemnFMFFHnrXw3z7m4+jjOLi5ct4D0U+ZLGsGE8mbE7WcF1H0wZc0yGFIC9y3ryxi+lSCGizqNneWUe6limSpW0YjYYMgybGRDBwPQidkDLw6rbFx8jWmbPkwwlK9/H0pyhZDVKncNWQIP9Sp1Rpa2sUCqIihhxRDtEXx1z8dx5iJDR+uSITmlEx5uu//79w75mWv/bwDl/+vT/knjOXGD90hS8+/RIvXD1E+RFD0fHoIzsc3jpiXhneFJu88co1PnhxC101VIeSg0WDHhW4fryk5BipJV1T98XY4/r4rs67fizW8dbVq4yGQ4KDumoZbwwJznN0cEhemBSz1Ie1eu/7wpwWvt77/seRHhaC96DzHNoWZwOTyZjtzfWUJGQSn9tojSBy/vx5tJR41zGZTE55FZcuXkICRimODr7K/fdf5JkXrrJYLLi5B7OFZj6fMxpM+PrjT/KVr30d5wKTyRqzRc3hwR4itPx7v/Bpzp3ZoKtXKf4rK2jdEaZ3ujrnMXlJCKtTyWYa5yT2NTKN8Raz5K4tcoPSMgW0CoHtHDb6089xMY2CQgjJmUuH8N+raLqzVr1dlXFSv/4yrTO8w4XZnJC2pOTEdH4CJDr58R3T5r5LTouoKESPyJQ455BRIrRAGn0K0U50zdTd3e6ok/kjyzIyJTm4dci5nU18iJSDEdE5XHCsRUWICpMNWAVHoRRWKMx4iBmWBCFofcBrQ6MFRWFo6xVaZkw3dlAqY+fMWXZ394k+UBYZomlSB67zlBEnLa3raBrL0WLF61dv8Ox3X8B6QSBFMJ3MSSUCZx2rxZIsz1isFuRFQZ7nOO/pmoZrN24QlSQg+Fu/8h+jpKbrWpTUp/zqU1v7HdepQUep0xcwkAq9uPs0kuc5MQS0cyht6doTGZjChUjXpQehyQuywQjEMm2/s3Ri2dg0WGtReY53gve+9zFeeuVFbu7eYmv7DMVwhFtWzBcLphsbOCuonaOxFucCHkG5sY6oGrA1mRMczxeUmUB3HnNmxLV6wUUZWNMGZXIi8jQPsutsj2oUlMMxIQrqtkUZA0H1PO9IRIEUxCABjRQZWmfUvkIoMEajg0D4wHIxp5FTxNo5zJkBtdS0MuMDv/o/cO2lz/HbT/8Oj77vQbaZIJYVHyo8n/rwvbzw4us8/OgVqrblm7OCZ64f8OJxBmKEVDnSaWKRc1S9gcjWaa1HZiuUzJHCkxmTEKUy8Z+9tWghT987tumwrWc0GidoV9NydHTE+fNnk+nKJJeiMRkuJESu7Ecj2mgQAm8tXWtpbFJrECKDPMMrx8Z0gogB3Wc7JoZTOvbv7d5kNBoyGg9YLmcE7xKkyEnGwzEf+fCHef2NN7m6dwg4lNTMD4/xg4LL99yPFJLZ7JjadjjvWVQ1s9mMPBNcPn+By5cvMBoP8CHtD0xZMhqPWa0qQNC2NVGY08KZ5wmMv1qt0pJZJImuMYbhcEiWZXStJfR7lRPxQehHfG1n0abg/IWLtK2l8g2ZMsTQ3aUsOym6f5Ea4y/69bdf72hhHgzL2069Hobfti1tG5L76o4EkzsVF+okTuoOxF6MvjeZBLx3OJfmy21r74DsJyXIyZF8UA7w1vPG1be4eHEnFSGlkdqgtKccDFhUc1T0uKYCCY31aJ34viIIMp1jTYacjDk6PGKsNEdHK6yLlIVhMh3RNB3z+QwhI1IbpI901hJ8Wja01nHr4JDnnvsux7MF1iYx4GQyYjoeE13q+KIPVFWNEIKXX3qFzGQIkrCfGBmORlzf3SVIyXsf+0Byk8nU4UqZaGoxRqSQKCmJ4jYDIIbkhjsdGwlxmr8odSpSCUEa+jlrTMB3rREi9oVdnMoOWyW4dPkBnvrq5/noRx7DekdRFLRNn0i8mOF8oF4uOHfuAps7OzifTlGT6Rpt2yJsJJMZtu3w1iGlYv/4mOOjFefGA85LRTEyDHBUnaXNRrx145gGEK1FIBE9JN1oDd7hQ5MikLY2k/FFG4pySBSSEPvAnxhApGVpPCl0URKiSCcOkR6SNsKyWjEdjygYE9HEIInRA44jrZg8/Gkuvesnsddf5pXXv8V3n/xD7PExm7szhMn5x599jkXI2dMZh3rCsVkysY4JA2J3wMoIpmvr7FrPbHVI22asbe70STwSoTXB3kaF3h77CcYbWxwdHbN/sJ/im0zG2sYaOkv84JPurXMupZXf8blCpvDT5XJF23bpaO89eYhsZTnSaHKtGA1KtBI9rtT0X3tIJ0kCs+MjBkViKC9nR4xGIzKtoCj51Cc/yeF8yQuvXOWta0dkKjGOZ/Mly2rBxYsXGHvBzb1dZke3yJVga/h0L04AACAASURBVDLkP/iFn8E2abG4WC6RpqCqm74Bg2q1RKosNRaAlJqyTLVmPp8znU4JzjGvj1J3Ph4gRDqhLhcLfEyqMGQysq3qhqzIEdpgO0/ddgQZ6IJFiZReAsl+fVKzTq87djPp8t/TSX+/6x12/pWnTzQtZD9zDjhnsfZum/CddKaTIzXcfkp5f6IqiFjriI6Up2Yt3kWk1Oi+WzZa4mySzl06f4nf//xn+dRP/jhnttaRRiM6BdKwvbnB/u4BhZa4aknetcRykJCZtkMFQUSi8yH1qsaMJyyObvHqa6/x1z/xAZASZRJQaFVXFEVGYy3R+nSc7hx121Ktaq7f2OWt6zfovML5tC546MoVJpMxBIdzFu8DbdvR9Wkgr776Kvfdd09yoSnDjRu7rFYrhJKUwwHBk0YbSaDMSRzXyYMNKXDO94Dw2/cyPXg80ffLICkwRvVa51S00rHs5MEpcC4gtTqdTYMky0su338lwZ/mDa5zyJEgy0sEnlIaMpMRvE/fI6XReY53juFkytHxMdWqompbSmX47tPPsy41ly9d4vprb7F+/3mevXodMc6Yq8jV+THbGxMmNmI6h5CJVZGXJc52DMcTljHivaVtWkL0jMYjpMnQWUo/1v0MPo1nYlLsCIV3SUbpfUTiscHh6hWxTQaFWGQ0QmMhmZpahzQBHwv2rUZvXqEbTPm//803efHZXQZa4Fmh1YDC5GQDQxehCIL7doas6j0GQfLhH/sUX/zdz6GylPJzdGzJsopSAkoyGAwT3KdtiaRGpP9207YNGxtrbG1t9I2L7pe7oZeF6f4hk045aVEmU4BujMznCdajM40KjhGCtQhlSGNBJyJ5kROiw5ghIE5VCIvlHKnomdw51WpOU1VUixkgmK6vsTad8Omf+kl0PuK3/unvEIOk9Y5pnnNmfYTJM26+fh2NJBOSX//M3+Y9D91DDJa9vVtIEVmuKkwpUHlOVSXGtuxzF73z5HnZU+scuRAMh0PqYcXezZtcu3bjtGsWQtA0NZ2zhKgIIiCjpG0biGmZub2xzQ99/ON92LNCCdXPju9k9dxd40L031PHvEunnR90vaOFucz79AApIcrb3bA2SJ1y0VJSQnoqnSw3BOoUA3pSTE6QiQn5GVJEfEjdMyJpb41UyAi28wQXGSjD7u5N9nZv8M1vPc1jjz3C5toY5wytbXnPex7m1VfepAoCe3iLcjIGZQjFEC01Llqs7RiVJV0+pNyE49WMvVv7HB+tOOgqrr51nQvntpE6x3qJ6ATWW0IQOB/xnWc+X7BaNihV4rsWrRVb22d58MF3EZoVnW/xaR+DUprVcknwgq5uyXTkzM4Zgg1426F6K/qt/VtsjLdPH2Ynm3tIbx+l5MnbCEE6UQh9kjCeeB3CaNyJlTsCgT5ANuCDp7MO71KCdG6SIN/3XVeeZ6gAV2/uc/bsGutrm30YQGJktJ3FdS15UVIUJU3TpmqoJEqWVFWHVBl1dYvgPB3gZODivefYe/V17r+0xcu7txiVJWI4Rij4+Cffz3eeeAJYMSNy3pQYUyJ1hpGK1jmyfoTirCMvi/RGBrzvgVoiRSmhMoLviMJjQ/q6YgSCJASPwKfU8/GEGEYsmwBZP2ckJo24k4RQE0OkC455ZZnPVlgf8OUELT06y9AmQyqShG+o2RkUxCU4F3j620/xT/75b/Ef/cpnEFrxZnvA7NggtWA4KvrEaYksS9rGolSgbRNWtigK6jZJGrOsQPeGodifsiIJm+utRWvNsBykUIk8JzpPWzVoIRkayaaCrb4o+2xMefkyN6pbKJGScrQp+pR6Q1NXDIqMejFjYVtuvrXCtTWL+YzgPavVCiUVKisYTjb4ofc/zGT6t/nNf/RPuXL/w7z1xjW0mLB3cIN77jvP1avXOLezxaXzW2xtjmmahsXScHS8TzkcU9dLlOsQAlarFVobXGfTuNAYohC42NF2FUcHt9KCtK7RJhHu8jwnRElWAloSfcKR2hBonaPMDIMs5+Mf+wSj4ZgWj5QGJIgo+9ocvm8nLKMkoJDRAQEn6E+6b+us33b9lZDLxSDwvsPaXgLUjy601iD61OF+xnwylhBEfPrA6TgDSOxceZukdjIr0lojiYiTHEEfWTaWr3zlK3jneOGFFyjKjAtntxlkOUJLkIEPfeT9vPDq65TjAXI45u/85/8pn/vCl/mTJ7/BcGsdERR1VSXjiQusTbdQzYqv/dk3mR0fsLkxYnf/LKUxbG5uMp1M8f0SoVouuXVwyPUbu6cbZCES0P4Xf/Fvcs+Fc/zRH/w+040JkLrSEDuss0gBXgSaakQMksFgwKAsma5NWISGM5s7LBYrQginHcHJ/e46R2ddkjH5tMhzLvEATJ5jlMKLE+POyRG3h+1Hf5rT6JxPWMQQUopyjAiZTjOZdBwd7tG1NVoqRsOSrnNIpU6TjlECY3KcD+RFkQJ3ZVqsdV1FV9XENkUoLZsVnYh88K99nNVj78G7jitEhiYjzwsskUFRsCbfS7U4ZrRRJmMEpH+7Auu6lOgikhRuY2OTIs/xvkOg+s4GgvfI0KWxzYks85QHHuhsh1RpBGS9pXENUpYorQgy6cjT0tET+9eb87Zfoo5ApCYiy0ryokApSQgplun+By9x7flnuHdzSD1bsr97i1//z/4LfuZv/Dyf/e3PkmnDqm3plgvytmOQaTYnYwqZTp2CAMEQlMEFh+0cmda0XX162hRCJ/Jf9ChBj1jNKHWewkODp6qXlHSc1QVbUpK5QEDQjifMZcED5y8S3zxGSrBti+n3IcZoMpPCIZq6wruO1WLOYn5EW1cQI3Wd4CFNbdHZAcIYRDnl5/7tT/P1x59ifTTh3JkdtDrLd577Ds5Hzl++xGS6zmLZUA5yxpMJWkRWVUNXVeTDMd46gneJXxPSWDKGkDDBUdC2jiwrODo8ZPfGdba3NjFGILVGxFRvrA10nQOVTuiDokSQRo8f+cQP0YSW1nuk0vhTRGtS60gZ7zCcyERn7GsSIpluAtDF3rz1A653tDAf3LodhhpCMgKk0Ya8PccVAhlP4EXp8wL0xzF3Csi5LVNJQa0h9MUjppvnnKNt04tXKX1KgEvfDIsGqrpmvpgjxhNCZTk6OKBpKx599N3E6Fm1jrNZzn/zq3+HT7/81/mf/8lv8dbhEbZuEM7xX/7a38XUFf/w7/99vvH4d5AaxtNHWCwsYSjIlzWSBGWp67TMeO6555kta24dzBBCoZXAB4sxhm9/61sslkuUUUyma2kr7ENSG4RAOcwSetRD8BZi4MyZc6iRwnWwbOfA3YCnU3RqD4kRMc3FQowIJRFiSWaydDzvZXM+3rbIi34u7X2/B4gCYkDLniuVtGao2DCf3eLCuTMMBgMWiwXTtQ3qtklYxcEAZwNZntM0HZ0PKKNTcodJcWGzZYLJJ6B8Qz4YYkNkcmYLokcoyPogVUFEh8ilizss6xEUOUGIPson/ZtVZgjOIgScPX+Orm1ZLmYobcjLAdIUxJhOFh6PNLrnYqSZe1ok26SUkR5T5pSqoDt2RKlAn3SkkI5pkSgi1vXWa21wzp++HnU+oSgG+JgejMF3YBT77YrKlUghmSqDbloee//7+Bf/7H9jkmXszeYMtGKwvY6NgmUXCE3FZJhTDnNkJlMIhdWoCOlMILFdg1cKoXX6nrqAUAalNV6Dl56RFsSqQa2WXMwKJkikt/g8pxtN8NMpdSuoO4uMEdt1tG1DjMm6nOVZiizrLESHiJ7gLLZpcdailSbTqVGwjSPYjmq5ZL53zLeffpXVvMKonBs3bxKiZ2Njk929fbK84OatIx66/wJCBrIsZ7k4RiuYHR+xnWWJUqhTMITSGUWeIXPTqzQiR8sj9vb22b1xjelkzLAoiFKkB2VIp23XZzFGT5LLNZayGLK+fp4zZy4xW9UELFIIQjhhwUeIIb03IBl0SGdRGftEbJFiy7wQaPQdYNDvf72zhfng4I5YqB6l2OeGCZ2Kc65NH+ip7kgrOSHRBUK4e35zIp2z/e9J0q94epyXvfVZSghFzmg0TgsrEl2uKM5SFAWZGiGjpGquYbuO4bBkvmogBtqq5j3n7+F/+o2/x7Vb+yyblnPnzjEdlIS64ew/3Gbv1i4f+OD7uHHtTf7sK3+MtStmiwrnPJk2LBYz9vcP8AEWy4ooJHWb0JhSwud+//9ke3ODGCwuWLy3WCIBj5IqwdwHAyajMdVyhvSW3b19bBB88id+ilW1StrTE3nfHbKe2EvxQkzzYNkv+3x/+mhkm7jR/XWnpC41yCF1IiRzRAwe3c+cAwIRHdLPmR8fsLk5YLo2xnuPyXLG4zGddwiliF7Q+TRCSbhNS1mWHB8lV1+Igb1b+3RdkxY4RZEerFImyEMImKwApWm7ChEdRZ5Rtg21T2MLqRWRpD1WMtI1gXM7Z/sO3bGYHzOajBjpYXK/IdN8PThc61E65dPZrsN7R5blyN4ynGlN6xLh0HYt0BET9DAlYug0FtJKoqMhzwSj0TjdTymQPSM4+pTkLKPkqaef4dd/7dd45ff+FeuDSD2foaLkd//l77Bxfpuj/VuUNqOrWw73j9ne2eHmzQMymeKsPvz+R3jxxRcRJlJ72zO6PXlucN6mBbBNySwhCLRSDDKFiY6iWZItA4X1GJfASlYqKqOpByVhVKJyifcBYwR5v/hN48JEYuMkSNbotOh1HQgoB4PkoAuRxMeNZGWRxmJNQKmMmzdvMN44x3JeMVvMWV9fYzabUxQlN/dv8Q/+x9/k/Y9c4Wc//VOMRwUxBJquY5AX2M6mh7BPeIaIp20bjJRk5Yi6rtnbvUXXNCwXMzY3NogiIlXPz/aetu3wPoGmvPdorZCZomkt737k/awqx6yZg0gnJ60MzifUA8EjZHLB+gg+nOiV/ekcOpIaGxUU7m2Owbdf72hhzgtDU8e+i0sfcy6ZTnSQaUurBHlukpyl6/pZZ8CLtG2FE2aGP5XFee8TV8LHOxI85OkRQwgB0lOKFLI5mUxonOfw4ICqOstkMiFIxfrGOlIbllVDDG16EwnBqq2RNiIFTIqCUTkgNi3zpiMEx4UrV7h05UFc1zKabnP5yrt5/unHKQuNc579vX1ijNRNi9IZJi9olsfp+xc9gshyOWN9kjPIFSI6uq7BlMPTo7YNkeP5ivX1Ddq2patbXn39GmawxgMPvYcYZb/4o4+Lhzslh8Gnbo7eqg0Q+3sXeg3rnc7MGGN/Urmt2oDEKo4xpWxDCrU1SrCYLxhPkqC/s4EsL4kySfkyk9N1tn9TJClbjL43bliyLGP32k3q2RwFLJdLdK5ROiMfDPt7BFIJtEwYTy8cuSmJ1mLygtL65NLUKZpMKQjOcnZnh3JYIFTP6nUO13ZpOVSqfqyW2NnixEzhE7Ok6yy5Tn+n8w2d9SAThUx6mRJIJAiZkgKDSw+KkBi2aJ2lObtKuw56TOxJSkphSpZdw8vXbvK+n/hpvvW5f0mUBrOouP7Ci3zoIx/hz//sG9TW0Ry1xFCze+sqUmoa61Ct4PmXX0FLyc7ODvt7h3TW4kUErXrlhCB6j4wRIyKlaxj5yNBajE+hAGhNAzQaqlzj8hxRjMhUToambmboIsMTGJY5tkvFLss03ueUeYaS6SQbMKgsY2AMsk4NQl03ONshPbR1TT4o0HJI3qMHlJGELoUQhwhKCmazBdoUfOPJZ3jogfu4995zaQTlAybP+6OywMeADQGpfYoJK1IB11pzfHRIXS177bVKy+YeBWxdy27/vry9k3EUoxFZrrnn4g639q7hQgCd1DAETVTptCpID6jEnkkZNtZ7iBFnW4wpU9anikQH9q/yjHl7c4P5fJmkUSI5ZE4E4EqnBJDJdERZlsQYyUyKE29bjQ+3ffnWWpq+KIZedoePp9rok05aiARClzKm7rOPCTJaU3eJWXF8fMzm5iZ107E5HZNlmrHIaeo0z9u9cY3JeuiPJwACEdN/srfqekjSOARCZGxtniUvRqyqBVW0+BDJjCHLcuarmrbrqOsWHwMqigRZJ+WZBWchGqztkKMRUmhs1zHIc1wQXNs9QMaIt4GQjfj5n/15hqNp6iCMuut+vx2uEkmd3dtto7GXjb3dxRTv2C6nD6T7EEk+WEWSikksq/kxoqu4957zrOqOoiiZTNZSyG6mcC70SRMCwh0mF+cJzrFcLqjrJXv7u+giUdyMDr3RJbEdolJI0lJ3EAdIIwnaEE0kiwKHP90vjIYlZ7Y3WS1mjEYlWVngWpcUL710UWlN16UTVup2bgOynEsdVJ4bgmsJwaOUAalwriP4VLi9IHXDSDrb4XxMJzapEbHrF6uSLDcIkeSHp2466ZBC8Puf/0Oqj36c/+S//g2++H/9a249+W3mszk7oxEjLVlozUI2hLrBqFGCFUXJfFbzngfexXQ4ZLlY8Ykf+VGee/Ypjo9n+LZDdR1ZhFxEdAiUUZC7gLIeDVgh6UzObtNw5D3GlBidloGlydPYiEheDBgUY6IHYmR2nNgTZ7bPMCwHScEjAkSDcxIhFVJIJmuaxXyJyccJoLRc4n3E1S1V04ELKNU3EzFi2wajTSJAtm162A+HHB/PyHRAGcVysWBjfYOiGKBNjuh1/MmMVCBIfonrN3c53NvFtVXad3iHzvKeUhk5OjqiqqrTE2We59iuI1aBLAv87//sH1EUQ7yEKALnzl0ky4ecu5QMM4vZEXs3b3Jzbxek4X3v/zAPPPQuFvNj/vTLX+bHP/XTRJlRFBlaD3B/yZD5nTWYZJpBnxhgTIboJXNN0+BCH/kyKMgyk2zQJaez6NamiHkhBF3rMKahbW0/B0zAmRBSqm0KdNWAoDB5YgWHiGxaPvHxH+YLX/pXLOoGGdNWt6oqhJS0bUbdVD1lDUbDkm8+8QQ/8RM/S9OFvlNMQacipjotpU7DVplkFJlSTNfWuHjpEtffeolhOcC2luA8xSCg50tcn+KtTnTDIjAZT1lf22JxtE9Td6wVY5ztGI0HjEcTonc4L9i/tWI0Wefhh9/Nj973EDqbQBDkw5zI3RyRuwAr/c8FJMbwiaCeVKzpRwmnv/9kmXoy1jj9Q5J9vvfwpgdsiDhrkQiGkzWqqsZkQ/JiiLUJ4P92yEAMgca2yAhNVbFaLbl64xpCCXZ3bzAqR/howQXW19ZQWoPSafkrkl5bCIPMCrx0aCIyuhTxJCTr6+unI6vBeERRFFRxiW0DWmcpgTmmvD8XI5q060jzYH+qAU+AdZsCQn3A2o58MMDXjhAkjQuECCEmwM2qahFR4WMkU462Dy6QRES425gQMsWgzPBtw1e/+U3253OuXD7HBz/5Cf7aaMxhU1F0FTuZwIwMx6sWO18wGQ7x7YqPPPpuqjdeIKpkRX/95kv88COP8K2b14hREFwgR2CcQ/Y4BIfCa82xVBx5z/6qYta1jNfXMVlODJJgLVE2BC3ReYE0SVJnlGK1WhFJYyhrLeVggFaC6C2dbfE+YkxBUZTpey5ypBCsqgXORcZCsmr2eOXVV5nNZ6xtlJRlSdc1HBzcYjyeUK1WtN5TlCVSpBPacrlAG0WzWtIWBTGAzhxCaVSenTJfWmspvOfqG29wdLTPuDDYrkGaDKU1ISSD0aLPhbTWI2VKTIkx4trI+x97hM2tbVwItLbjmWef4jvf/kZ6MCnNIM+Jvkt7GQRdEPz5V77EV//kjxDSorxn/9prdF7x3eee5af+rZ+lHK//wNr4zqoyrEuwFGmQJ9t8LRERutDdZjM4B0phtCHLNDEahqQu2lpHbpJkyOiO4HN8CDjvT3W2xhiMSVv34WiIMQbnIiZGPvN3P8NXv/YlssWSuqtZLBZ0Xcf62nqaZQrBqqkx6jSgnNFojKoS9az1Jw45QddZcI5UySNGaRwRJTXbO2e5eeM1JtMpMUQWx3OElIxG4xQXFE+Obp4iy3jsfR9gnBdcf+01HI61jY00Z+5aPviB9/GxD3+IV169RhVGFOMN1jc2qK1F6xzRphfXCQjq+wFTTmbxfYVOkKM7UrMJEYE6/b3QL9BInXP6nPRE6svL6cMw9ovEwpSsb2xys9tD51l6SOZJypRnd7/0oveoeNupOZ/P0VJxcLhPqTNC12I7j5aSVbVM+YFZgfUtXqbXiAoZ2hTgbJL5KdDGMB6NMCaDENnc3EyKECAvC8pikF4rpFl7DP0eQyQ3agghBen6xCOOwaO0RAiV7PsO9vZm+DjAWkvdJHu0dxHf3ztv0/1zzYzZ7Ph0xn8XZ0QEOt8RnGWYZ7QC6tbz4ptXuVYtGQNlXnLGB7RQiI115KBmYiTrw4LNYoOzeU25ozEIiJpl7Zi/+CyZCOx3gYPWYaVJuXna0ChFqw22KDiwlt3ZkmVryU3GwOTIIDFZRm40RgpUiCmkVypkrhBa0LUtddsyWdsgyzKGwwFlkaBGVbVi7gPE5Agdj0eU5YSmaWk7i9SGvWvXWFQVN/f3aWzCRB3PU4iqUIphWVLVS4blkLpt04MgRIILBHVbBupsmxa0bYN0OVmImCyZTF56+WXeeP1VttennNlco2pbjldVMhTptMDzsU+497ebmM5a7nv4YS499DAXLz7AhXuuMJ5Msd2Ko1s3uHnjLZ588km+8IXPo6JgPBozm82pO8/73v9xfubf/TmeePLrfOHzn2M0GXL+3D187U/+iK9/9Y/JRqMfWBvfYVZGJBJYrpZ0ziVYjtI462ito20cq1WbjiOZZjwcYLIUt6Myk+hPOmO5WCFEADzaSDKlQGRJrtLzNKx3ZFnGeJS23dF5RKZZGw748R/9cT77e79LyGxa6hQDyiI/5U7kWdJ1xgg/8qM/ytmdLZaLiuVqRVXXaa4oFE53tHWbXihANAGRGXIzxN1IaQcuShRQDgs62yM2fcT75KRDBFwUPPbBj2OA73zrCbRwODyZUgyHORcunGM4HDCdrrM+ugcb09Ijk6lTQCd2RSCAkumwdlJw+yue8qt74DekjrfnbSRRQdLuxt5swR1/Toj90qfXVwcCLqTPkUIhpGF9reTg4Ii6aZBKYb0jlxlGyxNzHZAQip1voR9PZUWOKXK6riP4SBvS7kCqlK3YrOZEm/P/MvdmPbam133f75neYU81nbH7nD49sAdJHCRSFElLsmQmsgzZjoMAthUkToDkG+QLBEFuggC5CGAjTgAjcHIhO3EiW3Zsy5InyZZijRTJltzdbPZ4+kw17ukdnikX69n7NG2SFuAAdAGFU11dtatq7/ddz1r/9R86tSm/QyAUH+12MsPUDTkrrLEsDo44ODiS5ZPOLOYTQhylW3JiMuNyYvCRFDMpRJQy+CRZh+M4kkNAhYjJslTSSpGUIfiRcXT4ZNn0I6PXjENkGAvezo7TLNCW9z3b5RUxBiKqEFgyFKqb05ZgHDFBbTQxBSp3yNgYHq2vSFePQUHtPW4YqEJk0kyZhp6TbJl5jUuRECUOa4iaTUxchcBZDGxdRacMvXL42rLVll5pRqVYjpFtN6Jj5vhkTt1aaZiMlmlWO0xdg7LC4UYRY2BIkQePzzk4uUFMgauLM3zbcnJyHa3gyaMHpAjP3LkOxrHtB8YU6Lzn/GpJRjMMMiESPiSUHYH3nsPDQzbrDuNq4hjJw8i0mWCrFuMUVgO1NE7Gj6i+o6omxDFBtjDPElumFK+9+Dzf//ILLFdLHl4tufjmu+gsr5P3vkxcCltbhjGgi1biEy++wPHhCdZYhu0K5xRN23Dn3su89Oqn+NyPfZnPfunH+Oabv897b73B/Q8/5Ic+9wV+9i/8Fxxdv8kPfv5LfObTn+UX/ub/zW/9+m/yEz/xZf7sz/6nUGv+yS//7e9YG7+nhXm1XhJj5Ozigk3XUVUNk0mLRuOjJ6ftU2WgNWzamrquaOuKZjqRztdHttttSeoQapNWFldXIkfejZ9ZRBU7Tm8GstYYa/lzf+5n+Vu/8PPM2lmh0MkIS9wVMkVV1Vx1W374Rz5PHBWLgwXaaOGuypcQnMMqI2rDLBhYVcky5Nlbz/DW78sWPo2enZPbZtPjY8Qag0JROUfdTrn73EssJi03bjzDprskZ4WzlufvPcfdZ59BqYSzmn4YiNqRyqIklzKp8lM8+F81K4LCB99tBwtikUnFCKsUcfUU8th9T/iYNejHMelMLsnkhd1Rxtzlcokt9Dey3i9n26YpnXki5iAHBTsv7WqfoK6Lz/ZOaBRToNuODNuORCYETw6e4MWzeTLtqKczjKu4du26mKFrRVIwaVuMc+X1KmpGZQkpoqN0YwqR9/sgeW4pRsZxwAIxBrTOUtQLa0U6fLGZ7PoRcIJpKXAS5FeuE41JayBjraJyRnxLdvL3vZeCIRsp6T5GklYk54iTKUErVN0QvWdYb2mHUcb8SYvfZK5qg9GOJ+sNXVaMRnOV4ExbLipDricEYxnQRKMZYuJqtWFMkbEf8X7gZD5jPptSV5aqbsvvpHBVVTxGDIpAWzv6ricZ6LcDd5+9y/UbN0Flnpxfsl71HB0d8P2f/AzLqxWnp2csjo9pJzVXj6/YDD3rzZb1eksCrl+/zsuvvMi7H3zEbCH3wXbb03U9R+0x2iga0zJrLdkaVCXPszUGpUTh23UjmEm51oW3rJNmvVly794dumHDGDxXV0tZVhcKZNd1H7s/5O/r+57DgwNC8lwsnxB1IhmoJhNcpQgqkbseUxm+9MUf5cd+/CfJMRG9xxkrzI6Q0MrxpR/9Ml/6I3+U7bZn0i7AOHwO37U2fk8L8/nlFcPgOT09Y/SBxZHB2UqI2nm3qNJ7mEMZkVtSEq9Xy3WRo/p/DUf9uDNdjBEfRry3e94zFFwsBO59//eD0VRGzPiGvidMp9jCpx6GnpBgMV8waacMOjJ0Pc4Z6sZB8SOOxWM5BFHEGQt13TBpaphPMeZjXq0Zhn7garUs3bzbmXhx+9k7kzXZIAAAIABJREFU3L17l3614cWXXuONt75C9JHDgwM+/8OfwzlDiiPWZsbtiqAmJCVVNAvxRLrR+FT1t/u5u493/sxQCnF6Ktb51ueRPRsjf8tjKZROOzV3KeoaFRPaSspwpQPdtmdWfJH38AmC4VVVQ1QylioKPzpLbNhiPuO9oUNrzTB0wmSwshzOwZN3B0Tw+GHEh5GDgwXkSBxlyhrGgbptuHb9ulC5yNL5OYEiJN9OzI20rRgGj3WyjY9BFKNWgVaZEAYMEVe5fVzXju0SfM/QR1JSKK1pGoO2BlMwalf8nys6nHOkMKL5GGyU2R/UTw9TTYoBjSIpSzaOXDUoJ93kqB1XQ2B5eckbY+a5a9f55ltvYWzD7Pga2jV4v8Uz4CYLYhasNxW+7jh4LrYd23EkhcCwWTOfNhwdH1JVDmuNqEPNjgIHWWWsUdS1pduuGL1nfbnh+PCIVz7xMi9/4hUuV5ccHUdqLUno7exIpldX8+FH99HOMgwj77//IcurlfzdWWT6d+/e5WLVcXp2wY0bNzDGMDtY0PUbwthTOYNKlsFHJrOpGFNlsRmISZGVTCfDGHBjxG57tEvM5xNW6wuszgwhs1ytMUZK3zgO5LALCJDXo+9GSImmatguVzwKI+vLc9pPWEJ3CE2NqQ3WgTWiLIxJifpRO8gJjIIYySnjcwKdqedzfEoYHcnh32G63JPTC8IY6XqPLRljWmuq2gpAqhTGuKLs01SVuMI5Z3HOkpJc0B/n6Cr1cc6yfN5VVjiLhdi/69RQ0PU9bdtydHTMpl8ym05RCFsgx4+N/0YzhkjWCh88KQnmOGnaPT5LMtRVMeROCOXKWoxRhOAx1oBSaGvwfWS9WbPpNkL7sgJxJJ35zA9+hqPjI86955Xv+z5e//3f5ouf/yFefeWFcrAo4U2qTAg9Y7b4VLquYtOoKDJqvtWaUOV/PXxAQbGdk+35TukHJRcwpf3SD3aCFbFS1RQcVXbhaAc6F79mAhfjJVVT0zStLGr7AY1wQIvGmxRHUhI+uzaWbttDkY2HMOyXt2LBOEJMGK2xCoaUMFbRTubU9aRQ75LwiLWinTSynVcCE6mi/FNK4YxAXClGScMePP16LUXXaFTyZJUxyqMIKERJJ5S6TFKWq3WH1o0seZwmZiPXaGNxWhZkxtVUlaXWnul0xnbVC3tFl9dkb8blgAA5i2ui72XRCChtcZX4/6aUqJoGrSMa+A/+zH/Iy6++yv/4F/8SZxdXvHuxIZsBVERnz7PTQ6wP5JCwdcVyWLPsOlZdT46R3PdMrOHG8RGzWYMzjspaQoxUlXB1E8IkCkGETL/zm/+CnBLdOHLv7gv84Gc+w40b12nnU/puQJemYLXdFJVuAm04O7vkarmk246krFFG45oJj+5/xDvv3efJ4yeAot9sxb7U92Q/cjSfcOvGCXXlyDGQQiIYjTPChDKuplWWum7o/QZtxeD++OCQbnvOjdu3ubq4kCk9RCpTiVgrSOOmkjAx+kHk6VZr5vMZOifG7YY89rzxex2biws+/dkvcHJyhHaOpExZkmdh3SgJUkhZVK5KBbQyxSRLuM4xjsLg+i5v39uO+fyK4EUxpJ2MpSmLuYoxVoqC1oWHagg+0iXJ7NoV7J3MVAqxFCHrjEiDlVC5lG5K1yK8Ra0lB00rsQ6NSvHTf+JP8P/8nZ9n0jQ0tSwZ0yCkfa2FLbJc97hKVIOmpHrvitxOhRhC6TpjKoR+0EazXEk4ZN/3TJoaHwLbbcfoR8HNtULFiHOOF1/6BNoqDg4XvPTay0QFB4eH1FUt3eHgUSSMNjirSVkTvBjYA8SchEu7P7TStxxUu3+zTHOFCSLTghilKxFZxEguXFuTnnZ4O+9mYxUkcRZzxpGTkp+VM85V+P5px+69J8bArKkx2pB8IBgjHXkIhZdsiMW/4fz8TAxkYP/6xiIvzyoW7ig0TbPvSpWW172pRR4dY2Cz3bLwgcm0xkCxsxR1Xo4epYxMDABoUhogZ1ROVFrLctpattGjYsRqw5hkLFmuPUPQXK17Ri9exc44aRxqR21rXMFojTG4+QHXbtzkg/VZ4dEWP/FyP+zDQImQNSFn+uCpq0pu7qSIRdwCiag8IXt+/dd+lX/+z36F17/6VcYMbjbHR40zjsOmJQSg0P1CiPgMm0EofrkfmDjLM9dPmM2nuMphXYXKYLXG+2I0b1TxaLbE2LO8OGXoV+Jb7Efxrc7iOnh4dMC47YHE1ne8+957ZGW4utqyXPV8/WtvEEbPfDoh5VAk2onr1w6pnBPcueuLwdCCyhmeu/ssbW3ZbjcYDav1FdZUOANNW5NSZDqdkpAFvzZQ147V1QWKnu1afGZCiFRanucxZnKxGHDOEbKYQU3bdl+jvEnUShOHkdX6IX9w9pivfeW3+eQPfoEf/8mf4tZzz4mAyxmGccSamhjLTkRDxpYeUO0Vqrlg29/t7XtamPsxQIwYq2RUypEQPMEP2Nqy883YiUQEnwysNpn8sb/LOUfVuIIPP03eTjESi5m1yZmqEvvBlAIxFZVOSiSl+FN/+k/xj3/57zH2A2JduLtVs3gf5CRYqTVM2packxiJlyI8DIPIYI1seskZMyj6UQzeQwwYa9BOLo6cE01RLEGmqR0pKJLR3Lh5m/PzC5w2PPf8S0znCy4uLjmYNSymLT7I5rypDAdzS3JHrPtAHAeGbmTVbRlDFI5vOdRiDMRIsXvUPMU01Z4WRsqEKJ2vUrtCDHnnPvfxeCmtpTNFiaQ3iXd2zvLeVg3bQTA8XZRUMWZ6MrNpi6KkpURR2Vmj0Nrie3mdvQ8oVXjRxVlQfve8x2RN6aKVcYSsSviuEm8EpfE+cHl5xdFxz3yxKFeLFtc/bWQnYYRznGKPqRy539I2jtpanM0YFSFlamOKmlQM40efudoEtoMSEUhjxJDIVnI9Vg7jHJXeWQAYVHYsFgeg9H7/sXP++7jJlAinNHHwLC8uOT65Xg7RokzUAuupPjKpZpw+vkBZy3x+yOV6TRw8zjqySnTR83h5SfYDbSWHWL/pSFcdMY4sZhPu3L7B4XyGtgplDDurK8iluSnXilKkGLFaMWlrXnnxOTKKO888Qz90OGdwQaZZM5tw/4MPSClyenbJcuOZHZwwWbT8yq/9Jip6PvnqJ7Am4v0IMTCxCnvQMvYeXEM7ablz7x6urooVQGBipozjyPnZJaurNSpF7tx9hsViTmw8xlQcLOYcXzvh4cOH3Dg6pnFzKme4WK5Yb7cCYeVYrj0RisUQpBOPnqYRyunBYsHR0TVUiuhhZFxdsF2ds1le8U//5hv8xi/9bb74E3+cP/rv/zRHt57FYvFBcOrghUgQC3yn2U2pIuhKH2PkfLu372lhns+n5OjRWlFZhEcQI8FHso1kJV10CIa6rvfYcAihWPy5/ed2cIe1Mtrk9BQzArmopGPWpCSROrGYpvucePGV70MBk+m0mMHHslcXKlcMkeOjY4xRVK4otZoKg2K7FQzUarXPwSOLT4MqC8JcaEMUMxwfIsvVmrpqUH7E+4A1mqPjEybtjA8+eMBiOiPFzKuvforHj97jmZsnPHz0iGvXj6Cq0FZTo5mcLJhFIATGrefRkzOW3QaNoW1bbPEP2MEZMaa9fNpZTdtU1HVFSpm+HxmGUS7aUph3BkjJFwN9dtodsUZEq8LzFWK/SiOmcgy9px/FsEa4z1J0t9stk7oScUuR2Wel5VAo5jEkWdo2TcPOa9to6c6lw69QSsQj1lUoZTDG7peLxjkWi0O00gzjQF8gq0jGKvGe1sYQvXCURSY8UtUVi/kUp8GoRBh7Uha5ccgWHxQ+afoAPjk8Cl03NM5hXU1lKlzBsXeMGJIs8nLK3Lz1LF/9XfbXZsoBle3+Gra2kpBbpUh9x+r8lKZuaKczwfV3RV1palcORG1Z9VsOri+wE8tmtSX4kdAFslKsh57aGS63l/JzU6KuNIeTA66fHLOYz4qSsyxak7BuFAljrMi6lcCGMUkizaxteeHe89TtlLapMNYw9IN4r/hE1tCPA+dPzrlajSyO7/DsvU/QTBqyrklhZAweK0+TXG9kiIkcBpyxbFdXfPjeN7l+4waT2RS0JgGnp+c8fviIoRtRZO7cfVau76yZTFpu3LrFrdu3CMFzOJtSGbmuYzJsth1aK4bgCUmWys452W+Uw99aS1PVHBwe0NQTDuZzHLC5OuD8oRUW1fYRy4dv84s/97/y//6jX+T7P/vDfP7HfpLjW5KyHrP4xyWNiOF4WotSSsTw77Dybz6bopXkymldHOCUwWpZ1EDh4ZIJwewFGDtF8K7D2C3V5MndKf3kZ+xVf/vvEzP3nBNON4QoogJtLIeHRwx52POnC1BceI6B86tLIaGnrsTpOOmMjYyjdV2zLeO3JAobXLJoFH705BCkYHUdOUMIme1qy2Ta4sOIrcV9bD47YLke2K4HTp+c8fwLn+DN7pRr165xdXHK1eUVlatLJzzgbKZqpxAjqRanq7ZrICOBqEaYIjsf6xjjXkKtjaSvVJWDDNvNwGq5Fq6pHzHGUk9awjiWgNrtPlmmaWqUUXR9Rz8MgMYag0FSpYXBIZLqJ080lbNUx4cYlYnWQBR/jeg9OUDUFu1arq6WLFdXhVcaJAC0cMOlAEsPp1JAuwpVutKqkrSXumm5e+85tHWMMbFZrSXgVWvp6pzZs0eS2i3e5PBtm5pJ20COEAVvDBhSKIo0Y1HaMvgRZRtUyChdoa0t4Q2C88coplshBZKPhAAxDrz44sscH58Qxg1m75T41A/bGFPc53IZheHx44+4cftZ6maCIu+x6eS0xLNlmDUNISSquRO7S9swDAPRe27evoXV4JT4pgzBUzUNTV1R1w5skZBnUEnSchIZo2UCyeUeE88Qz43DAyIDxlg+9anPkLLn+Np1MSEr2G2IiWvXb9DWM+4/3vL8i6+hmznKZBbHJ1w93ogf+O6AKlmDkYC2Fh8iOSXWV1cMXU82mqpuyMCTR48xymKV2NQ2rib6SNM03Lxxi+fuPsd0PmO5WmKVZ1hvUFqKsg+etqkYNh1VXRGjl+shO7YFUlGIwlQrSUEaQiZXLfXJXe4e3yOsl5x99B6r0weEqzNWmzN+85d/gd/8lV/khdc+xQ989o8wuXYH6glRiXVuLoKzlKKYjqV/h5d/m75j1jTMJhNS8mQF1hmJsDGqsAQALTCH9+KvoZRh6CPDsCGpzBgCh4e7UdVBFoGFMrJQiTmjP+ZAp0nUWkZepRQqZkIMVE2LK+bhOQXpmE1Rs2VNO5tDyGUaLhExxuDaCXgv/NMMfhylM88Kqw06SfFOWsm2P2fpxOLAZFYzaSuCV5gq8/yLL3CwOKZyA9vthpQC88UhIYmp/XQ6QyNcy/l8gg5bNhenqKnkwWU/YCvDzMywu0QRoG0lul0bgSDEarJE0huz31JPJ5524ui6jnGUbqJtGqH2rTecnl8SQ6CqKyZtS0yZi4uMSmIa5Jwjeo8fE5tuwOrE8uoCReLW9etst7L9j4iZkx9GcvblQLWSSD50rFZLQtgdkmo/vewgF6VB6QqFLV2dRSmwdcOd51/k8No1jIJ1kdmO3YahsujZHO9lGkhElJasx3HoyTHQTqeFMy1QQIpCd6uMJarI6CM+wpAsgw/0vajNdNDgRoIaSrTZLmrLi7vaKE5stplx85nnef8br5OTkpijFEBbIhptFWkcUDkWWffAMIyszy+prjmwwk/PSmN3C81KE2JmDANaW64d3+QHPvkp+n7LN7/xDXl+fY9Wism0wY7iE1HVdVlQWREMFYvX/Q6iNEApRLJRJOXpth3PPPtpPnh7CSaT8MQcOTs/p6pukP0WZR0RxfzwiOnsgLvnnqqqMUpjKsWLLzzHm1dPymvroYz5OSXCKAXLWluc35QwJ0h0mxWuwDFZW2zV4rSinrQkPzJtppycXKOdtaiSCG4NbDdbxqFjs7mSey8pmqZhs9mKClU9dU0ELaGtbU1OgX59SUqJZmrRlVxvtCc0LxxRP/N95KvHzC7v019+xLC+4PTNr/APvv5VZifPcOveyyzuvgDtAVFXBRySidN/G9HXx9++p4X5nW+8xcnREXfuPEM7bchZxnxSxJha1FiFQ6YKEVzwx57ttqMbRyDTdQMpZcbJyOHhAXUZTWSZlakLd1khj2+1QRvEK6N0vPc/eJf1ZsVkKgs2o5z42yq+pYDtfIlh90JmYvIYq6gbhzbyc1JMe3c7ozR932GNxmhFVFkoWN7T1FVhH0RcVXHv3nPMZi0ZhTFi6qQnNbPpHG00KcJyuWJ+eID3I8GPvPX615je2JCSRqdI006wzpUtuiia6trgKtHq7zHjj9Hfdm/WSt7bdDrBh4CzRoy9c2YxazmYzwgxooymbirIiumk4uqqYT6fM5vN8H5kdXXBW78vmOR2u6WqKmIYGbaJxazZ7w60VrKxTqGMo4nl6oqdR4XWT+GrXQTZ7rXQSiKxdOmYnRNBxOLgAOcqptOWdjrdj6l13ZYYsvIYyjD4kW23gRyZtI66dmiULJ+VCE5SGgh5190aYoh0/cimh2GMoA3GRGIyWKsw2TDmQD+KvUCMmeB3nhuZ5+69yJt/8FVMMainMEmKCJMQI65kFMrCTbPdbJjOFlRtRVbs+dfONQzjiLEV955/kZNrN7l9+y63bt/m/OwhZ6ennJ89IsSAygprxRBM6aeNivd+l+W8v6611hh2y0mBOELwdP2Wmzdvcfn4XYZhZLPZsJjPi4XqiqwyzWRKyIoqSPzVjZsnrLsk9L9k2Wy2zBczWdYjqUMqZaIXM3mjjahutYQ0O+eE5VB48M45jGvQxtLUFTElmrpmPp9RVRU5CR98sTgg+B5TNYzbnvV6XSYtqQ27xb1zlr4b8T5BNqSsmC0W3LhxC1U1GDsh65aIISPsLJU12Anq5B7VwU3szU/QrJ7gP3yb8cGHrM4/or98gn79t1gcXqc9vs38zguM7YxRSSrOd3v7NxZmpVQN/ApQla//Gznn/0Yp9Tzw14Bj4LeBv5BzDkqpCvjfgM8Bp8Cfzzm//+0e+8mjR4z9lqwU12/eZDqVJOYQvWj5s+ChYczEOO7tK0OIbPsB2N2kHWdnl8SYaJspWhlcVbjPZMhxHwMTUsRrjTNPi6sm89d/7ufEKN65kpxiQT198UIITGopROJ0IMUi8bTDcE4yB1W2DL0wJMjS3cnvroTjmBNkzWwq9K7oe3RT4ZqaF158EaORLtopgrc4o5hMWkIITJuGvu949OghlXXc//AB//Ldh3z689eI2aJSFu+Q4jVd1yLKAajHsZiZOwQWeOrVvOMYp6RwjiJhly2yLgdR01bMZlPBp8vyIsaIvXbMYjahrmvZjKfErHU0TUO/GRj7gaapubw44/hwRt/1TI1B56osRyJ+9CStMPWEruQa7mGoLEyb3fi3Z5agwDw18d/9DTsoKyao6lbgiAIjaa1RWoJGc46M/UAMI5Pa0tSWnXERKLStydoTEhLBVUpXiJFx8Gy7jI8KqzNKZ5wzIhzRBh8yZC+sHqWoKpn0aCwvv/YDvP76V7g4fbDH3nOW0jj4EWsdSkHVaNRmhXVAiqxXS6bMhHaJJuZI3/d0fWA+b/nyl/8484NrGOuKiMdx7do1Li6eyAEXBRa0RvYxZIFcYmHF7Arznh2SMlnFYhGr8cGTc2DbbTk6uU7Xb7h//z7qzrPUlaWpDNZqKY7KMPY9TStMDzXEQqvMPDk94/p8jjUakpbOGD62/PyYRW2x3/RefI13cJIcwpa2lYaurifUdbOHrEQU1jD6AVu1YDes1lsqY7AaIkLFrarEOMrrG2OmrlsWiwMGn1iut8wPZ1jlMFa65Zg1VeUE/gqBlAIBRa5mPOgv2VS3uP3Dr5H7NevHDzAXT1g9eZ/V4/cZH73LzVt3uHH9Ftt6/l3r7r+xMOecB6XUH8s5b5VSBvjnSqm/D/xXwP+Qc/4/lVL/E/BfAv9z+fc85/yyUurPA/898LPf7rHnkxnGVKw3HeODJ9y4cY3FrAEsGTG62XYD222P94HghRtYuVrk29aCzow+MAwDq9UGlZ6wWMxYHC1oKfHrMREYC0UmMfqIG6UjMYjZzONHDxn9wDMHN9Bmh+PthCoZq9n/fGMsQ98TQyTmRNM0AhNoIe/XdQ1ZEzOMSbA6iMXJTTL2QmFr1M4ypmIwU7fcu3dvf5OjEpVztJVQ/IZ+oNaK1fKKt995m3HwbDYdjy+2fOqzI/PFQjbaqOKGZp8KbPxA15liGCWdo0a8rWWa2AlHZOsOAtMondG50OgQoyVxMyzTgDVY21DXRdVYggad0ywWh/hui/cjB4s5y/MnIkHOgVw65BACOYqAwRpxC9tR+77lXRm5kQ37jll+SRFBZCWYdqUs3o+4coNqZyWhAmF9ZHSZJAJQDOtROCPvMRa/EaUJWSADZQzWOfwQCFl8H3xMoCu0krBa7TTW6T3LxWqorcWUJPN2MiUjWPawnfBDn/0iv/T3f16Wq+j9hGCt2zv7NVWFW12Soiy5tpul7C1q+bkhDfgY8CHw8KFcv9NpS0iJg8MFigk3b93m7bffxBpHQp7rgC94tsYYydrIacfAKQd0zvvONSKshTiOqJz42ld/j8988lW2K8Xl5RWTSUvtDM7CpBXDItdOCGFkHCy1s3i/ZTKZEZIcpJO2RSsxIsvIvbY7FIy15ZqTpbMwgArdTCu0koPDaM2knUghqx1N2+yLuvcjwxhIaJIyXF2tRIVJQuUo8I1S1FVT6G0ynV67eZ1n7z6HczVV1dJOZjTtHFtNScrgQyo7/Iz3lpACH33jbV7/6u9w4+azvPYDnwPtyHimt1/Ab67ozx/w4M2v49bnqA/W3Ng8RC1O/u0KcynO2/JhXb4nA38M+I/L5/8q8F+XwvxnyscAfwP4i9/pcQ+OTkgatKvJynJ6vmLbdRzOJzSVJyfYbLZ0Xc8YxCWurhtspWnqCltJKm+Mka4fCEE4kavViuVmw3w2wyDsiuBHEtJFKW2YTmom0wmTuuJw0rK8WjL6EVUgDuPsvijsFVkKxn7k8uKS1XJNCJKiMZ/PCWVx1PcjTVWjdSnQCWq7C20UxqwfR1JOxDgSoxe/6dZy4+YzzOYHjOMgCjWj0Wi0scznC8ax53LoeOvNf8lytZSpISuiqvja7/02X/6pPy3jYFYYK1xXKKqtnBjHgb7vaNtKihwft0RV3wptlDslFzVbygIBZXIpisX8JSa02nFEw1MBD5rZdMGFflg8UaQz3nZbppOadjLZ88BRokTMIdB7kYrvTPt3vyMgeYDI72mtJebdwsyVA0McyOQOVhKsq3YUvixez3W9h6L8OKJSwuiyC9BKJiKlygpI+MqSagIZI8KSrOnGTEhPDwQdI8EnGb/TCBhU1hilmU5aDo8WYDSb5RqTp/zAD3yGr3/td3jw0fvMZy22siQf98+Jj5Hnn73D+cUpcSyLo4iwOJClaEwC+yXvCUE2/wcLWfbWk4YwWg4PD6XYKSf7zJAARSiwoLUWjMEnv78vRTCVC+4sbnkoUarmFPnG229x7+6zknXZr3ny5JSx3zIO13n2mVuk6LFG040BaxNd35dpRRVoSKAHieASiAMUrnLEpPYLavWx61BpwzgGaifsIVnCaklM0bJ43zF6cs7FxAx8yPiQePz4MUYprJbIp1ySjFIWuCyEEWPg8OgQaytu3rqDsy2TxSFtM8NHhDkUhGor9sSRISd89Dy4/x61seRxpJ7PGKIiO0dSM+aTE847Tb2Ysu6XfLR6wLXTd79rzf1DFWYlMrDfBl4C/hLwNnCZd2AlfAg8Wz5+FvgAIOcclVKXSqnjnPP5v/q486Nj4fQq4WWOMXJ11bFdb2mqihgjw+DF4Mc54Qgb6RAavTsdDUKiSIQQ6bYD4xBYbTucPZVCUZaIxmiMtmjnaGtZfhzOZ4zTmvsffsj0oKQ8DAOumQMK2T9I5EydEu++8w6r1QYfxMBHW0PXDcXtrBa+szYYt7u4NCpJOsJuwQEQYiDEEWcNIXQcn5zwyqvfD8qx2XZUNmGdRdsaayzWVmzWFzz88H0efvSA9XpdRroKU2m+8cbrfPnf+2mslU290LCkAxZethTgrutpmgal9J7tkLJQ+TIKtHCD/biTHSvctCXn4nNbCvmOSkdhNIgda9rbJlrreOXV7+PRgw8IJjL6kel0CkRR7wFWG8IeQklUjWNzec6TJ6c0TUMM4jBorPCASRllxPBHorFkM6x1ie5Jifl8vqdFwg6qEdhlx6KJIWC0ZhvCUxohiNpU9DXl0MmFS03heguuu+w8q22g8x1JKUxlqJ2j7wKVkWXlvqNH3Ok22xVKSQjoZtNhXcOPfPHH+Tt/5+epmgl9vyUnEQaFIDl9t595gdVqzdtvfpXKGDm8siRmpFw8uPcwi+xjbt28If8vRS76joPDI4GUtr4wk3biht0aKjH0owTBti1ZwTB6CU9ITmAVJzL07XZDXVuGoePtb77LZz/9SYzzXC6vMArOz8+5feuGFK1hEDjJi1gmp3LYFs2CNhawogcoYQMogeJMeQ5zTmQt/isZjTYOlCmTicZWDltJ09O2LZPJpFAQE9Y61psV6/WafrPh9PSUtnTg2hU/75zEoddIynzlak6uXefo6AaumnJy/Tba1TJNJohJ2F0mCa0T7VFp4POf+zx3bz2L94HHZ6csFCwOTwg+UKnA+dk5o66wt19mVJrL7pzx6j7w5r9dYS4F+IeUUgvg54HX/jDfV96+o8TlV//pL0muXIY7917i7ouvELKi62VLLuOmPERMHm0lmRjdM44CTRhnxZehqkSFNMjntdV0XVdoYvLCT9qGSWuwJDZ+YAgS4Pnrv/a7shRCCmZltIzXhf4kY7yEcF5cXKCw2CIaMIXTvFqtWOcVWhtUAmVV9PyIAAAgAElEQVRFu6/QLJoGHyLaOHyQTqWqLO2kotv2TKYttnK88NIrpJIW7r3HGrMPAVUo3nv3fU4ffsh6eYUunhzeBybaMqbIe++/w/HJbemYlSGTiCkQoyEEwebHwaMQL+Ed3rwrjLKMKxShYSCDWDiWv3/XzalSCEMY6YZBXOAKTRGjS+5Z4uatZ6ibCXGzZbVac7yYMm47STlerUS5ZR2xWGvmnHn0+JGYCUUvewJnReG4W+hm0EXZqZQUZ126fWc0k+m00OfMXuUpnWHa8953z+8eS9aGXMzwlTUyEmpQReaui9LRuhqlA6fnD1huNL0Xu1c9KkYXsdpSOXmOxBpUOt0xBGGHGE2IXsQzKXHn+Rf43A9/kde/9lty3exwVbOLWav55Cc/x7vvvIki0TQOpWxZxsm1pYufix9GHjz8SIrw4Fku16xWaxaLA6azKWO3IRdJsJhzQMEuCGHEe09d1/tUj6e8Zvm6p3mHkpR+dn7JdLFg82jJOAZSzvTdwMX5OcYYBh+YLmRBPY5CR4vlYDVGlKC10WRj0SlikhO2SZL7jiJIMsZitMOPHSlLWrkzjqppmU5b4a7rXPjuYqUQUyInaeByzpydPiZs1+jpFKXFTtQojTERP/aE4BnHwKQ95N5zr3L33ouYupVDoKlFzZug3ie8D3T9KE1PqAnKcHz7HjFGjm4MPH70kCf338H7wDZK+tC9l1/i/PEHPPzwg+Ld/v8jjznnvFRK/RPgS8ChUkqXon0HuF++7D5wF/ioYNKLb9ctA/zEl3+GFIQjHGMUsYnRTOxkL/8UeleJbQmJbttJAGkWv9QMHBwcUNc1Y98zDAOmcIi7YZCRTAnneNLUzKYTFjMZ95oEj+MZv/rP/jmucmQCMQXqdkLvR8FapS0kxsisqjHWoRCsVhfKXbft2Gy31K6maSxoGIaRIXoqY6kUjMHLmBsFnxqD4NXOGNq2oWkaXn7lNepqAllSsJ92ixajLI8ePWZztUQhPtQos6enVc2E3/qNX+Onf+Y/IsRI9AlVFEaCYT71xwjhim3XMZ3KsgS+lXmye9NGE1KUhBmQBOKyJd8lx3RdJ4IOswu9lJvBaUXTTDk+ucZmc05VObpui82KyWSGKvhu5RqUNaCg7zseP34sBaA4v5nSGe/w8pwzlauKFsLscdtUKJNSeNP+b91FVe0KkFI1KgkLwI8DMaUC6xRjfGXESUr0s4WPnPGjJyaDqxu2fWT0usRzJVHjpUAo5lvWGpRR4lWhDD5CGhJKJ5pJzTCMstyrJ3z2cz9Ct13z0YfvEKOoQI1zWK1JSfHiSy9xeHSd9eWZHCAUWqGWKWAYBqxV1MnxzW9+g9EPjGMQO9oM9+7dZbE44OzRQ9S/1iN9zHFQUTj54iAX0y69JeH7nqHv93oArSQB/PDoGmenD6X7RBFiYrPtOAximn91taRqMqvOctGBNSO6FrHOOIw0kxqlE0obsiq7DiWLzZQpye1OplZjqZVF24rFwYHI33c2C1p4x1Vdo4whxEzfb/ZBDw/uf0DbCNsGpYhJdkhGi/UAZDbrns9/4Uf5wo/8OLZu6IInUTzKy+J3Np1wcLBAGcNqueLJ2TnnpyvWcbtPoqnrOa8dn6AQ2Xi/HaibGTnD8eyYZ+/eI2bIWfOV3/mV71hr/zCsjGuAzzlfKaVa4KeA/w74x8CfBf468J8Df6t8yy+U//4X5f//o+/02CK40qhocE6DSsymU44OD9FGbkajNSkm1usNfpTt8ZPHZ1xcLYW2ohSnvXgP+NJhZ0DptFeFVZWVZUmILK/W9F2Jsdfn1Dby4f13MCqgA2xXHYv5BJ0QH94YyYjyrHUTPnx4ikGzmE+oqwo/Jk7Pzjg7O2c6n3Lz1nXaSQNaQi9xCp96Rt9R6YwzivWmI8dI27TY5DmYNVTz6zSzY8ji/2yNle7Gauq2QhvNar0h6UzyAaWMCHOyxiGRWWePH3B58Zj54iYJs4/+GfD4KIY3zsrB0W8lcXusI0pLMbFOgm93niKUxeFm06O14JJWG1TS+EFyFcVO1aGVIUWxX7RWY6qG6WLCF7744/zB179CYwy+GxjCQEZzdCBhmEZbQRCMwfcD3fJKOk4li1ujxKN7102KAEPobCHvhESJ4EdiGIlBiltdN2LfmoViJ17VUohCinTDlhQ80Q9oNxGuutIYK89myoqURSgxjgND17FZDwy2ZRgV4lMlCzJZnUrZG8cBpWryUKiA6amdgAiRxJfbGPGEmB5c44s/+mX+7i/8HwybS5TVBaJRnD65zw997tN88jM/zK//6i+Tc8RVLdo4jBKs2A8BoyNKJd5//322fVfYBgZbzTg5mTMMHSklXOH0Ky0L7VQKlNYWpwNh8EynC/roMVoTfGAct8XNsFBVg9wLYexZrVdkbfA+MAyBFDKXlxvm8xVd19FO5qw3A+vU8Pgi0o+OyiU2yxUXoefo6A4pDOJZoyxJJ1Qq7oExIBFiQlHV1qLRVPWM4xt30FVFDhvGYcN0MRMue1WTtAiskoJu09MNa5ZXl5AgmQxJYKIEoB0pV+S4xeiKT3/mcxwcHzGZisowMBJGWVAbY2jahpPjE6yzxOC5dnHCe+8/5MFHD8gZ6soxm82oa4dzjr7v2aw7Qjnct92cy+Ulm24oLJzv/PaH6ZhvA3+14Mwa+Os557+rlPoD4K8ppf5b4HeBv1K+/q8A/7tS6i3gjO/AyAA57V1dicy5ciwO5ty6eZ1r165RO9kIO2eJIRLGIFzmMfDGm2/CBzD6gCoKPGusBInm4kgcxWvBOctkMqGuHFVdFS6xQeXMOPR8+P6bjGPHrLWICYshFqcpHaLIkLM4tW22G9559x2aquHmtetordlsOs4vl1xcXKLPzrhcrbh5+yatlULVb0dW9OX0jwQ/knNgs17JkqaqMNpx65m7NO2UNIoMtut6XG3ZhTzmmNhueqzL5W8Vv5AYEyEGaq0YY+Stt97kMz90vSwPDdqY/UIkFlxR6UxlFUaJHFZ4tIJ/p5iIhL2tZt/35JSorAMUSecSF2RRSpc0EC3dOQqsdNNVeT1u3ryFsZrLy0uGzZq6Ebxy8CNtU0th1YrZbMbDqwdYo0UhqY1MJ9oWepvZKxdBlkESzZQZxpG6rqjrWl5j56iapgiFxNJUdhESGy/JzvJaOOdEtedkgShSZOHWpiI82g4bQoqcXV3wwZMP8H6KVvYp7YyP070yfd+zczIURz+53rU1rDdbmsmEphw8dW04KeGgo5YgAI1DZTg/f8JsOuVP/sk/zdd+77folqdkxEISKHCNkZE7RpbLS84vznnm1rNyoFVGgnp7mSJ39FKldoavQv1TSuGs+GW/8uqrfP0PXseXYhSCdK7qY7RQkM/1g+fg8BoXp49leg2yUzk6PBHIZhzByrS2Xa652kDfrxn7AdUWOmbJyUQrdFnm+iihFHIIy3WgIygsdTuhnhzg6orYZ4Zxw2wmNgrDOKKzYkxyUOScefzwEaSE2YlYsiKlXK5jUTleXW546eXXeOGVV5nOphwdHeCqmqRj6ZaLYtgWUY5SZFxJX7LUlSGFyHw+p20b2klN5Rx9P7LZbPF+ICnNZrPhyWnLar0h+n9L5V/O+WvAZ7/N598BvvBtPj8Af+7f9LgA/diREFpX3Tim0ymz8sdNGivhl1Uli4MQyr+JF154jvnBAYMPoq/XGqvkCQ9Jyo/KmcrW+0XBZNJycDAXK8FBEjVU9Pzmr/492trik3TbMWeGbqCZ18QS7irdmiaGwKuvfAKjK06ODgk+cHW1ZHFwwI1r1zm/Ome77fjog49oq0pQQKWobRA7zSQx78bCYjaR0VFbMBUvvPgJ8XIwmc1yxXJ5xWQxozUtWhtOTm7Ill8L3i6iBlVsLoX1MJ1OefLklK7vqWrxL1BKsMudqitGL9tkI4sQyXVLbDZboXmVbtk56ch9MWOhyiWSKxbDeIr9qhFXQC1WnFpJsRDHtwaTE85aweAvL3j5lZfK8lEUXcJ8UXvsd3dDipjHlLFdfLh37ztqGShUjhituH7tGkrDZDJlMp2WLhti8qisUSaLIm/H0ggRVTrjDCSliEpLsC5lmYgiRTHhF+HKgvu/9ybt4cvcvnaDAIwlSDelLMpLQb7QKtPUVlKqo3DBoxeT/XEIaBWwugIMdd3y7J3neOMPzvAh4pTBKHj85AEfffQhX/ojP8pP//TP8Lf+r7+2H8/FItSjDegsST1x8Lzz9je4ce0mgx9JHj44fcDl5aUYUJWvywhEp1QmRcmsTEoxnc74T/7Cf8Zf/l/+Mt946w32CEcUOKyqqo8dap6DgxM+/4Uf4ece30f5nouLcz7xwj1iUijrqE1FynDStvjrinG4IldyYDdNA2W/JAZXXmADJb4iShnQVvY8xoKKNJMZi+MbtLNDQsw4NzCoxGw2QzIYPTErRj/SD4EYMx9+cB9nHYYgS0Ut76kEB6eU2HSBz3/xk2jj6H2g92M5LCSh25blsxikpf214WrLdFZx7fiAlDJHhwcyqVipXfNFy6xrxaQJRT9MmUwqTk/P6Ybhu9bG76nyb+8cp2C53mCenIq95nLFjevHTCYN3ehxRksEuXEkDfPDOe1sKowO2Kv5QgxsN1uJMKpq6qoRHbyCSVtzeHjApJaC673nwQfv8eD+uxgdwCm0FetQP46S3/ctbl8D7737DV548S7kmmltcdbi/Q0Uwsy4uLrk4uKS7XbDZrNls+3Zbtc0JmCLiiulxDgG/DjQNjVNO6HLlhu379APAd9JEoM2hpCEfhZ85O5zz6O0JUUpyqiCNRpFzLK0tGTxQhiCwCfjKDLpupKcPmSpuStscdMTEcPz87MLMTfKYtnZthWTiWB4TdOglSWp4oCmMiFn6iTTTs6xqPBiWaCK9agZHU2BrLu+58n5Ga/pV/dSX+fkJtXWFoFOxTh6bFWTEeGBsgZT7TjSsqVPKe/Yh6Qk0u75Ys5ms5GdAqUAR/FbEAaKCJd21qur1QqrDW0zkecFhY8BaypUFgpeDCPddoVOmUdPTnn99bfolhsmi5Gf+MkfpR8HLi+uePDgIZcXV4DC2YqqrplOJ9jKst1uWV3JaN/3I6rQCvtug0qREBKjg+eee5633/p9+nGUsTsL3/Yrv/tb/NEf/0n+2E/+FP/4H/4Sw7AunaUV2wFt0DqjdcK5zOtf/xovvfQq226kHwfefe+9/RSwc018Kr1WhXsfCCFyfHKDV7/vkzx79y5vvPH7QiFUmqSeNieoiDUW34se4O5zL3Dn3ou88Xu/QWW1pH6EiNaGlAMGA2HgZFGzPGyIl172OJUkbu/qwC6nXRktXGWcNApG9ixoz/zwhKPrt4UxFTzjcIEBDhZzVJkMUyrXdoCQFI+fPOHGwUQUo9aBdoAlZfBJ4DxdTbh590Uenl9yNfZcLme0TUPlhPVR1zVNI0It2afIzxqGgfV6xTCOVFa8qiXhRhgkWhvMxJFSS8yJtm1xVvYHq033XWvj97Qwr7edjL0FxF/qDWOILJcrzs7OmM2n1LVj0rTM51OaqiJFKcS5CCOss1S5SHSzwzm9Z3MYo9BWXvhh6Dk/j6S5LIiCH/kHv/j3cJVBI0ucTKSqNePYE8eJEPvLSG5Upt+uePzwI2498wLD0EG02LrCGkNVT2knFdevHeG9Z73e8OjJGU8eP6JfnoqhfIIYJFvOWYdSYqJTTw4Yg+byagVZs9xsMRZy0OhhZJm3TOYHzBeHrFePqGtb6HqJlPXe3F4MWLJQ87ymbWu0TcRuKJi9wTiHyhkfAn03crHccHlxxfnFhVzUWbojpTKTWUNTNSzmcw4O56KcjAFnHc5anIX5YkFdG4zVYl4exBi8qmuqbY/yA9u+p89brP3/mHuzZ0vP67zv907ftIcz9ekRaEwECQIgCA6SKFMWJUq0ZVFyZFduUq7KRZL/IJepyj+Qq6RSSqUqqZRSsSLLlC05liXbkixZlihSlEiCE0CgMXY3ejzDnr7pHXKx3r0bckW8caWoXXUwFLpxTu/9fetb71rP83sKymbC3t5ePhImUpBFaeUMhavQ1lLWE1SCsqgw2qIw+Uvhx/joBBO8RNxrJO4+J4tUZYUxiiG7zRI5PCHrUBenZ/hhpGhkBGYKJwvIlFFnKpM5VCSFkQd373Pz7XcZNgOExNCvuXTpgK7rmVYFk8qxvngkpwUnI5WmrnGVZRgGFosVDx+c0PW9KGMGT9f3wtEII8u+FQA9EjwQY0DlUIDXX3+Nu3fvcnR0gc/+5Of5vX8jOXGSqp5pdEmhdUBFz3e/8x0+9am/xRg0SUXWq81W1p0XekEcrVEkddoY6VwjvPzyp1G64OKlywxeGNvaispoe5KJEWzhiHGkH3qsK/nQhz/M97755xxfPGbwA2PwMAhQv7AFqVuBLrhwUPHw/EQSqHMh1trgXCESvyT2c6XzONE4jBGgUUia6d4Bs71DcBNc6Di7dc7BdELV1EDImuWQ30XN6ek5k2ZGCJ4iS+1iUiQtMKcYI+fLDc+98Ak2Y6A7OcVtHKfnZ8LS1gWmlI550jTCec97DhnzePzQojBQK9brDdEXaMBoS5Hdx9uTRoyRsnSUZcFisfyBtfGHWpjHQbrBbpDNuR+zRGbuxPLKhqGzGGVw2tC3soQqrLAvdrNRwGlNaR22LDJNrZexRo7skSfcyK31Xcauh9jxrW/+JVoLR8FqxXTa7Bit/dCTwkhSI3EcUTFJwu7qDKUCCZnp+n7A2izaF/gzdTOhqgqquuL4aJ+3vz+yOnmX6EexAAdxDBZKXEzV9ICz0xWDv4O2BUPXUxQG1baAwqCxKnJ8+QoPH97ClS6vmzREMVLEEIUBq0bOzhdENdD1JUXZ7WRuVVlQFgV+HGm7nsEHVqsVm02bZ6+P5rCj9/SnLTGsuBnv52imSAgR57IczVj29qZMJhOK0gldTSmsMdkyG7Ap0DQTHtx7wGNXrnL9+pO7h6e1ArjXSTxLtnDs7x2wHgOlK8XkY+TEE2U+IF0bZHWCKCuM06xW5yIP9JIs03ddVmEYOb0a6fY3mw2r1SozoGWPITPlkCH8WaGhNVvC3OJsSVlN+dxP/SjVZJ+37j1g6FYZq1pg7SFHRwdsudbbm9FaSEy4cLjHpeNDurZlGAPdMNB1fXZJGlIa+fVf+3O28/8UBnRGmt5+711+93f/FT/zsz/HY48/Sd3MSKEX+WA+Ach7WTDqyGa15u2332W6d0Hi1AafZ+0RTcSTq+xuLh7FoFMbrl1/krfevslkuidj7KzSEJiQoO6scbv0jZCVRS++9En++A9+l9l8wmq9oJo1AqovnHx2MXJy9xaz42v4fkmhhcmSVE4mT5BiwtgCkS/KcttY0W4LR6amLCcYWxJVonSKYbPk8lNPMo499bQm+UhRlKzbkZAMfUhUkzmqP0epiDaWYQyQ5B5PPtCPkQ995AVsVVEUWaGUFMMoqgwbIeS9x9aQI7xt6fiNsWLy8glvAhSPothi1m2TxyFaO1wQvkdTVz+wNv5QCzMgC6kgIKK2bXc3znQy4fBwn+m02R3ttVJURQHOYgudAe0Rm51hm75jHEeqpqYqKhgGSfPYPuVUwDlD5Sy/9aXfoutXKDNSWkfTNDitST5SFbXM7GJOJFHQDwN9t+YP//D3+eSPfJY4km2suQNBofKIQDSUA9ZpLhwdcmMUK2sKXh4YXrgZRSHktwuHl+g7z+nZLTov+MnCifMvxETb93SbBa6ZkZSh70VOtrUJhCAs5xg8VsF6vWKMnuVyJbNe57I+WQD9YnJRoAzDMLAliVkrBWU36vBC24KUj6d6J68bRxkHhbhisZAsO+cMZSkqGFdYNIHaSArGOAaeeeZZZtM5D0/uUDqDYFgC09kU37cYV1BPZvTrVvgK6lFI6QfTU7YmF2M00Y9o6xj7fjdqSSkRR8ltM3lMksiclHEkBnkQRz8wjgWlNY9CWyOgxCLfbRZsNgv2Do955vnHme8fEsbEh+ez/H3tbv64zajUmTwo78Gj0IaqKum6WvYgSY7cVkFEju5lYSAFCqPphh6jFF0v6TZvvfk6bfvTGNfw0ec+xmuvfjOfAsgkO41zEJylazds1huU6zBWZWleLn4pofIiWO/mrKJpvv7EE1hbcuOtd2m7gaKsCD5gqzIHQpgMkpLZlLGW9XrFarXCVVNe/PinOb99g7qu6LoNs9kMxVZTHJk0FaFfYxgonUYngXgZnWO+XEkyljAGbFHhh6xDVjLH3z86pq5FdhaDx4clxgTqpgalafuewtWiEdeW5WLDdHaALmriuMbYlB/mmn4YIQWGvmd/eoGDg4skLWMaox2YrItXWpyCOo8AVcRvx3ZWSzBHkXnwGMlKLLccj+2SdMwmGjCuwFmLDVujz1//+qEWZiFXyQ0mN5xDJ7JTquPk7JyqKqX7rBzTScP+3h6TZsL+QSNpJEkUAnGUAM2ubWnGKXE6J8Wdo5OUPJCY1BWFs7zyra9TVpakA2VRMp1OWJ+fM2tqsSEnKXshjMQoUqe6LPjGX3xF4qGKCdYqlHI7DWjKhXYcPcbCOARK52jXS8habZCli7MOZxytjzz5xNM8/tQLPDg958HZeU799gyDZ73esNis8WOHTprJZA8/rkkRxijFoW17IeqFIGyDUTryhEijEhqtU5aUeQpXCIhFyWcQQqAo5EnuCptv1kQf+5wGLQ8ghaBFnbM4W+TQ2UgYJdwglC4X/wKjRMGRtOS9Xbx4iflsj7PzBSnJe1RUlbg7hwFnHFXVMJnPOO8kRVwm/OnRX/PDw1iLSgk1Rvp2w8WDS/TthtnhcT55DRitxKasDGEEHxOexNCLDb5yFcMwUtRh9+BOu65cMfY9/WaJVnDh4iVs0xCMdNFj21L4AeMaMDYrHnLh285jbba3p62tXK7TgKLMahkVPD6Ju/SjH32eb/7ln8tSL/W7jiuMnqeffpLD4yPqyZRZ9dPceOO7DGHAIgqTpFUm4imG0bNeL9i/eBVnjeh7i4J+3AYWbO8++XMW1hJC5OWXP810vscQ4fDoItPpjPPTE8y2u1bkbEIht6nacX52xoP79zBVyeUr17l943tMJxV4GXcVzjAG2Q3pMpKU5XA+ZVoVaAXOOmIc8lLX0gfykjKrq1KQWbtSTGdzQpAOX5nEavGQo70pj4CwYnwJIRKiopnMKasZVd2wWiSSSRmWtA0EVpydnPF3f/7ncbYi6kBh5bSUmZGSwK3FZbplkEt8gIzHjNUZ9iX666oSUqQ2Msd/xD0n4woiRVGIPNC4H1gbf6iF2RjD9nkTg8QUqdwNOSNhqJtVy2bV7rolUQI49g4mzKZTqrLi6PAAhcTCO2sZhsjJ4pxCaWI06MLiTMS5AlvUtOcnpBhkRKBL5s2ElHWwY3SUhWPwIyo5FCM+dDJbVYbCah6c3OdoX2OQzshaoWqJZhVcVeIoURNNqbQYV8JACF4gPkSmk0aO2Npyulzw8vERx9eO2bQtw6Zj0/as25az0zPu3H3I3fsPGLVi/+I1zu+9TRw7wWWGER8GurFnWpVs+h6sJY6yJNMxMiSZ6fV9J8YVZ7KyQwES7ir27EQMI+MgTijvx9yByucl6SzCNkgI/MmPUj4LVwjfWmtsTAJvSjDSM6kmcoyrKzwiXapdQaHF7RXGFltOmEwm7M0O2cQJ6+UpIXqBzmRLLilkpZimzLr15fk54/EB88kBRVlRVxWL0xNcUeCqSnSyoyYkkU92qxV9N0jQprJoU5C0oe8l3iqaQkZEoSN0q0xasxit2GyWuJCIvqPrelyFbDpNlEWaEXnmlq8yZjgTyMkwKtnyG5NDg7VFC8CCpqkJQUY4WmuGjAQdxsjnPvezXLxwwHq95mD+NB994WW+9e2vyzjGFgy9HNNdEfEhcOfOuzz/wicYYuDg4JCqqlguHopsTztUyhKw4HGu4OjCZZ557nmUAasDzhRce+w6p6cnpCShxTrjCciJ4klFVm3LYrHGdAFXTNFlw9COmBgZ2g3WzWQ5WzliEgffE1ev8Oyzz3C+XLKnp3mfoRB6qiL4Xq5JLZrp0XsKW1JVDdpVBKWp1cD6/D5XDqcyDomgvShwtCnZbEaefe5FxqCYNFPWcSAGR8AQicQwEqOlmRxydO0xcWlqMSaJuzRJtmGMGJUgRqFRpgQ6YVSkMOAUmAz/UoiByTotaSk+L9nzAzCMYpBLUaBnxv2n65j/f3vJhj0S44iQvgSkotQjTeMWJJRSzAsfQYC2d3vuPzzDILPhSVOztzdnOm2oe48rNQUJH0QKpPE4U7CsV3z593+HsnQkLfNPZy3rdZ/1rKLLhZBlQTJXHfqR5WaDwnDj9Vdprw04JSOQ+XxKXVeiwc16YOMM1jgq52g369xJBpyzpFiitcI6R+wih0dHGKeom5qqcqTZjNFLJ7k5PKCpakiJBw/uce3qddYP77Bar/K4QGMwjL3H7hf0IQmPViYVYun2kTEFxijLla4fd4km0jnJuCFGAUENw4D3AhPavjSKMY6ocTtayLCbPL8eupGitAyDo+sM1i3RJC7uy2Jn1kyopw0upz9ro1FqlJSMHCOlrWLSTLhQHHOwd8y9B++xeHibuq5Q2lBatdNmb1UcFy9dxPuR0XuauqGuKs7OTmR+bAwhQDcOEldkjQDzu47lcsN0MpHCk2QOKtwLmyOnhnwMlUeDcwWDFzv1arGmrgaarHCRLEVNacoMVDIMfS87B0J2W2Y5Zh61gFi+k044qzg/PyOllMHtMps0xtD1npjg4OBAYsmKgp//4i/wvVe/A1GcaSZb98uioOt7zs9Odx2pqUWauD1yxKzMMICxBdoUvPyJHxOzBUrGB8Fz9dp1vv3tV2Tkkv//23QVkY65DBUrKZqawXpc1TAOC+hG1PmCqpkAmaWdTxYxef7hP/jP+M3f+heMKe16DnoAACAASURBVOGsnJpU9IRxIIVeGgSV8mcj8sbClhRFiXUWy8CwaSkuH7Arb1lqqZCQg6qa0q/XmZWusaVlHKTJUNpy7+4pn/7Rz3FweCiLx6yYGnOo8vbEIm5HssVe9iyP3LEpd+miVIpJkAtAVgeJeacuC8CR2OZoBoz6waX3h1qYK1fs0I/DkBGASUT+Mc8Xt5zdbReyI6AZYTp4lfCLFZu+p+09zWrNwcEB81mDcpmAlovPpu8Y246vf+NrGIsU1b05fduTcqoBQD8OOKV2H3aKmsQ26SHy6rdf4XDvIusg+XWCaCxJmrzAHFFeUZjA1Gr82OPDKEdx5zBaOMzDOFBUM6Yz0VerTGlTREKSkNqmKbhyURCBs6bm4b3bWDchxBN0ziIsXQFJCu5jT39E3H0p64KjkZj4qHPoaAYUGZ23+XKxiZlE8KDDIBcp1mRXlt5FAO0svPxHEBQtrI1hSAy9dGSlU5wry6ZreezaEd576qKirCv6Xk4h1jUUVlKl5cHscUXJdHrAcr3k2+98laOjQ/YP93FKQm6FOib69RASPncnKs9o1VZOF8VOq6KnrBx+8CzOz/AelsszjIFmUlOkmpDh5waRlQ3dWrIPMSgrahOrHOebBatNz7wodwVWtLgp65Mt1iq8l6L5wST37c2//X0uyx6NMdy7fzdjCfxu7h98yp+RZhwHiqpEo3j22Wf5hV/4Bb706/+3IGILw9iJpr8sHSenD1itz6mn+/meyR3hbiwlTAllHIcXr3J86QqL5YaoOinOXUcz3aduJvTtGuu2hehRcG9RlEJ17DsGlfC+59LV67zz6l+y3zjBFKzWTCY1yYt7VpkkuYBK8VOf+0n+4N//hzxOs6QgwcwWiNoSdRA8ZwZs1VVFXVeyxG0HCmcEZkWCEPPYQDGmQNcnbrz1HjElFouFyO0AWxpCF8U0Ew0/9qOfpajrnTggpkSRPyNB5Y47G7rUIqkHkYSPIhpIoxR+Gc99sCgLyKsqTMYCV7tUdLk0/wZHS+3vzfMb4DO9akOfhddJCYeCvNWN+Ugli5yEzUGK/SCoTu9Luq4nPUws1y0Xjw6ZT2tJKzaaPiaGtkOFjnZYM50J1F1rWaY55zAWDo4OOT09Zxx6nJbOQOQ6YgMuifzpH/8hn/3sz+4CTNfLFVUhySBbzm8i0pQlm7P7bDZrSFC6gsFv8klBki9CUkzne/Re/hwAhAzUydCU/f0ZdTPh0vEx51cvcenCPr/5G/8XXXcmSgyr6fuWYpzSDSM6Y0VttrUrpUUGV4u+dxwG/OhlIZbZFmpXZYXRu2XckBI++d2FtC0y1ohza5teXVi3e3iG7UWXNDp/j+l0ShhHtGlIASKRsR2piFgVGUePTkI7G71HGagne/igGfqBrm2xSDxRqQ26dCgrMrfJdEJTl/ixp9usGIceW1asFkusVgxDR98pbr9/wkjFul1g/cB02rCVGBJitkEituAw0rU9fdSU3rHuhcsSh5FhTOztHaD0B5OtpYHoOsl8TCmBIRtlHtnJP/jPThuiihSFzb9PaGfbwqyV5cqVqzz99NOPxnjGoXTil/7hP+C3f/u3WK+Wu0VKIlHXNcv1GScP7vLpZz7MYpHDbQUZQ9yyc5RGm5Inn/wIzWSfgGLoR8aQstqiZH//iNurhexqcmjFNt1bOCSBG2++w/RgTxQwuqGYHLAZz6lNYrVc7Oau4yh0xaauWCzXTKdTfuTTn+Tb3/kufgw76WtEnJogC2kSpKhwOfBB68j7t++zvzeTk8JOPqvxKEGM2j1OToUTPfQ9jTFoa/BDYMjSu0uXH+Pw4iW6mB+W+TPbGp22WM/t3iDFIKdelYgRhsEDvWQmbu+cHMYcQsxmLZEzbuV1hTUSVpu10D/o9UPWMa8F9+jKbEwIj25qJd2LBHKGHZ5x+4q5Wxx9n7ujBNmVlHyg3bQUxjKZiIZwve44O3lI6hfSJSZRK4QgZCqrYTqveOaZp3nzzXe4c+d9fJAPKMZI2w8oLZmD0Wi+973v8NOf/zuM2WF0dnbOMPTZoitLkm615L03XyVGLzOzYRCffQgYY+nGSFk3Mm9rN9RlgTY2w5EMSSUwgVH1lFqj7IT5XsOTT10jpI5f/8e/QgyDnDjGTgJCUQz9ILCW0ZMcFIWjrByucDRNDVFgUMOY8oNE7YqsxHdphmHY6YJjxlFuXwq5UJ1z2PKReiLGII+kKKAakx+skkAxEL1nbDusiXTdIEaFcURpObLWxjB2IyvfQgeMsF63FC7hSkNpFGUO0vVREtXLuqEoavb29tifTWnXS1IMNLXQwYbNgqFd0Y4Kin2MnTAsNlgl7G6twI8jdV3LyEveCFIc6YaeqBo2fU8RooxEQiIh0UDKGZRVO3flB1/eR9zWjh3k4RViRMVspFCawQ+UjQTIPnz4MC9ixw8oUeDipYvMZlKEptNGxgExUuH4yc99jn/zr38Xo2RRqpQAiJqm4c7dWzz/0WeJ6Ul+85/9Y+nAw9bKLTjP6Wyfj33849T1nE3fU1ZVdjFanFU8/tjjvH/rbbles6xwuzgDGMaRmzdvYe6fYF3JvC7ZO7rOyb03GEPL0PcM/bDba5Aiw9DhCsN63dKUjv1JxYOHZyQVwThUVIQwSGK6EsdmSOCqirIuIA2cL044nlmMFResChqbLMo42t4znZcYXQo4a7VgMlW7e9Jagx8DP/X5z4nmnEdNB8p84FqO+TQvRMOYtiqkuEM/DFs07ges6mhFbvIJPkOgRmnW9KQWb0WUxfQPev1QC/PtO3d3Y4qtOmB7kavRE0e/86oDgljUEolTFI42jLnIaUhRDAQhslosOTtfoLXDqohWgSFErErQL/B+oKqnefYW2Nuf4Qzs7U/56HPPMfRw+/17+NHLfDl6EdoDzliGIfDqd7/Nz/3cF4k+yZN5kI5Hay1JJVFRFPDmm69jdBKAz9BRWJtnVYrgI6UuKapGbMrZzrvlI4cQWZyf07XtTiLmnGNvb8bPf/HvszeZ8b/+8v+E71tx5o2Jxx97HB8bzpciHYx+gMJgNBROUxVOmCAp4VzWWiq5yGMM4qZM0HY9XdfnOWvCGUvdlHm7LGaIqqqYz2dcODxgsTjnwYMTxmGUbD1rIGULutHUdcVmtaQwCacSfuwoywmJAaNLlNX4XjIMb9+8hSkPMfScnZ1RlTNcoZmXhQR2+hw5j8KHxGK9YrZqmDUNXdsy29sXA0xRUxrFrdv32KSSVVD0oQNTkuK4S0/RqKzhNmjrSONAt15ydnqK157Z3p44N72n7VqqyRVs4fAp7Tqi/3jcVhQKneeT23GcmHekeRhGj9FOKITRc+PGjTw2y2MipbCu4Oj4OM9yM/tES6xZVU34pX/wn/Ovf/dfy6lFiQs0EmmamrdufJ/ZrAZVMvRd1nfrHVNY65IvfOHn+NjHXmK9EchRO/R0bc9m0zKMJR/60LN88xtfFVt+/jOobWgBKrNVIPSBoe+IfaCqFcXkGL98nwgZkCVqnRAD1sn1V1UVb735BmcP7yLjd0keH2MiJFHHaK3o+5F60vDhDz/Huu9Ynp3Stwvs/gW6rqOsKowS8L2PCmsrwbMaR11ZwSBEm6WtirHz+MHz/MdeQFkwaTteeFRclTKk3OWWToGSFB+fZLm6bdZSzNTLvCdLW/khW3RvlFzElSyL9/bmWGtomhpX/k1WZchsQoJLg8QXiZU2b4KzWH8763mU6CwylqquKSrJs1NZp+mcg5jQKRCSHHWMIRekjod3H1Jkt996s8ApxawpmM4mPP74NU5PznBaJHPaOPqxFdRl6RgHcQuVheWN11/LCzS9Yz4YY3E5RUFbQ1ko/NgRo5cbsO9FW2uMkLPQ7O8dEEPi5rs3sUhGnQ+ekHWywjoWmY0sX+D8/Jw4mfC3P/+z3Llzl3/+G7+GdRX7R1f4zGd+gtNFy/37J5ycnrFZr/BhoN14UpSZXV1KFJQPHeu1RDlJ3qKmriXPTPz9W9uu5BNeunSMUoquk7n6pK6ZzaZcunTMYrFgMpnQbQQ3KaqEnsr2+ElDCCP1ZEqhFCf371HUlpRKseYmUDEQhjWF8gyrNecPB+pasela2tZwsD/bdTAO2UMkpWhmU0K7lCTkdsO9O+9jXYGySzAdPiiWY8FZqzjLWYKl6rDFSIzSrW4bA2MLueH8yNi3+HHkZH3OGALTusEVDrSkny+WK6pmQkpqN+MO2fix1YJvNc3bry1TehzH3ZdRlhQCZVkxbDaPwP25Cbl+/bp0cEq6NqurXUf35FPPcHzxEmcP7uMKmeUrBa4wLE5PefvtN5jNpiwWC5y1xCSBBtPplOc/+gl+/otfpJlMOYqRkBkcQz9wdr6iGzquXprz+7+3z927d9mGJmxPUIA4+wpLMiUqJUiBrtc4U0OqM2sl0DRTQhh3YzOJgLI8++yHWS4W3Ln3UFyjY7c9+O7GAhrN4fyQT7z8MuebNf/u3/4L6pyGkrKD1alEJNEPI81kn9IVaFdgjSeGgRAUShtilPHL/v4h8709QgrY7CLdGpfibp2YXaCyXcrmI+QkmqJ0wyEwjoN85QK93QtAjsUyhhgTi+VGAjAKl0+wxQ+sjT/UwhyzaYGsIhDzQ97020fHiW3MzY6tkYSsZp3DKisFnnzASvL3btiw7iSh2mhIErtHGDuaWQHIk7OZzdAGnrr+OPvzfXwsePhggXENQ7/aQXaSFjyp9+IYe+rJ63jf07Yyi3SFJEnrupQCmhKr5Yq+a0neo3PStw9eBOdK5Z9Y8sgO9/fzUFesrsH31FWFNYbOS5LLdFoya6ZoBWeLJd3o+dGf+BxFXfP+3dscX7pGVJZmOuGS0WLO2WxYrlYCNioKmmrCbDKhbmr6uTCnz8/P6TZrmZnrHGQaRpSKYiVNCR9H1utl7ggSe/t7MrvvWxaLM+qm4fHHrhCiJGsIQa5jefYuZeU4eXCfy3tzunZDDAPTZsqknkrYprJsuo64OePs/m0O5pcY145xWNNuNqzXitVywf602V0DKDDaMJ3O2WTDztnZKevVis1mzWYIYErOO8VidPSUzPYaTPT4dsXoxx1k3hiD0TKeyIFGdG3H6dk5q77EOI1JagfgXy433Hn/DhcvXwP6HVYzxEDTVJLUXgo5b5vu7ZyjcMWuwdjO74dxwBmFNXZ3vacoDcs4jnzkwx8hkYMTlGMYhjyCE8bIF77wd/nSr/2q3DNI1uPoe+Z7M/7sz/6UF196UdS3WuPHkANzZ/zX/9V/w7Vr1zK8SwnBkIAfK6pJI+HB6YBPfPKT/Kvf/m050ebQ1u0S2EcP6dFuABXwweJ9wqWKmLrdCcs5u1MBOVOAVhwcHfH8x15m9dWvcufOHVSU1B2URilLSpJy8/LLn2Bvb4+k4Patdzk8mFFYLfeSlQJOSHSd5+KVQ6CkKCyD70Qa5y1BZ9NUiFy//gTbbMYdtjajVsWV+2g5VxWCjCid/MyCC1UQVW4+xrz0lgdP3w270YVwl+XXEX02Wgn4LP5NNpgojRwTDEB8dFzKVCuFsBkiPKq63pO0lqdV14uAXyvqXBBjCjhjKI3F654xeYLSJB/QUXF0fJnRn1IqTTtGqrrhqWeeZjqpKErLm2/e4ztv3RGTRvDZ/VbInBAlGW9h4M57b/KVr3yZw0uP0TQ1NiUKa9F9D8oSxp4b3/s642aBSlkGaAtUCoTo8cGDntFMj7DO4ApLVZbMp1PC6NlsVoSQUNowjpJhlpJi8MIJ8cPIouvZrFvmR1ew9QzjHO+++84uBTvGRDMpqWonAaXW4ayhdBbn5KIrr15gPqskhSIm/CgJ2JO6pHDiDBxGT9923Mu5iqMfmZ0tAZGATSYTDg+PmM2a3bxtGAP4UT6j0VNPJhztVbz9zi0mswnT6QRtFb33pNFTaCcc4aSZTGouzfc4vTfk+bw8vGOIqORzEjU4Y/ChYkgGXdZs/EDQjj47FhfrltsPzrhy/SXMYHIsVUHva/RwyrRqsOVE8uhMRFvyzQRRaZrJIfXejP2LB8R+AD/Qd5HlULJ5+yarVrrbtmsZR3k47O3t0Q9e3o9pxTCK29NamWNbpWlbSRjZdD3GapbnD1muFsS4VSdJ0ENKjutPPoPSmq4fSIDRI73v5WES4W999if4tV/7VSyJmCQw1RUFSim+/Kd/yjtvv0mMAWskVWUymfHTn/88L778vIznhkTfjXlxLSYKo+SEaV3JF3/x7/OHf/RH+GHAh5BVK2KgUAmuP/YYp4t1DiSYstpsaLuWEDSrAQ6Tzuk9hklTyaJVCUYgBMlDfOHFF3lwcoqPCasM4xDQCjQaZTQf+fgnOF2d88b3v0HYnDG9dCipK3GkcgWurIhRlEPHFy8Teo92mvNWyJUBMDYR2gGN5bmPvCjXaIo4Zf+Km9Q5iw6CE9ZaURU1RVWKCc7o3CRu1WJQ4XbN4jh42qKj7+UzjAl8jAzjiPcQh0zSS4pxeJSx+P/1+iHT5eRC+OCyYxv3I7Hmj5QB5KOrTwmd3TcffPlRFm/y5kr69VYqJMcj6VL6PlCVAvc5aPa4euUyTz/+OO+9+zZdKPjua++SXEMcF4SQGGNE73gbCOAmJQpn+Q//4U84uvwE02bGtccf58LhBfr1ghBh7Bd89xtfo4wbtAp4yBFFcReYapuCsq5Zr1vRgxYF2mqqaooPntVqhUqJvb0pSgtsZuw3jONI13YMgyhZtILpdE4kEP3IGMedxrRqynwqafL7JB17220YRtGP13XNbO52R3KtheY39L2Ad8YgR8VeFoLD6CEllksJyj19cMK99++KScVZCldIEY0j87JlVmuuXTmmz4qFtu8Yxo7KWQpjCF1PKiyjdlQHx6ixoikKTvJiU2dYep9npVrllGKVUMbS9YFyOuf9m7eZ7R2RXMWX//Qr3L5/H1zJxcvPMJ8eMwJpjBhX0S0HCudyuK/9Kw2BjCwsY0g0jaPvO1QI6KFjCIpN29NvTlguW6qqoijkNjLGEMNC4OgjhDCny+HA3vtMFys4Ozvj/PSUwUcgcP/eLUIebUjYqmQT7s0PuHL5GpuNjNNizlOMSuA/1hoODg+ZTmasFqdi9w+e0AnJbLNe8q1XZAyhnKMwjqpu+Kmf/hkJFB1G4TUPYy7KMnoRvKXDOs3zL7zIhz70Ib7z7Vd283Jgd2p58cXn2XQ99x+ecPnyZc7OznnlW9+mXSeGUdEOA3awFM5SFBKE2/c9hEDynum0QRvD8y88z1e/8lVC8Kic7ycjxJJx6PnG177CH/zeb3Fp1kDMo04lppVu3YEyTKt9JrM97EykcWdvnwsjJJ8+tnr5Zz/8YYqyBDTKy3/r+2GnNResQIHWIuMsSrkvVQ78jYFdA6KwOwmkcyHvAcTab4xjjCNulCX3YD1d1zH6YYdv/eteP1xWRhQ75Xbjv2U0CAMg7eDWIQp0ROXNMEYs01s9KOQLJR8/AorO90IkU1rsySlRqCjLLD1SzBouXz7mI88+QxgD798+Y/Xums476umMdXfC0HtQMvQnRkLKUp4I3dARF2fU00usFgMhWF5/7R2UkuNMZVo0opbQeLQTG6rk4SmSNgwRbt6+S7Fo8QFSEqrWwd4BrqyJq41wHWKgLAylq8TZ2Lf0XQ+IxMg6WQoNw8BIoigsk8mEpml2spzt0jSEQN/1nJ0vWK03tJ2MYZrJJHdrkflsRtNUsqiz+b1Niu/efIfj42MuHl8EYLGoWa3WOyD8Tj0TPZUrUNGzN6+4cFBSlY7VcsViseLgwj6LsxNUFCAVURa9lDWdk9gml4/HRpMllSK3QklXb7Z4SKXZtC3f+/4b+CFwvloTbt/l4ekJk9Kx6tac3b/Fka0YcKRkaMcBn0BbRwgjZtQUVbFb3JENRcMwUnrPsO6wBgoVGb1k+PlkWJ+coLXm8uXLEmlmDEUh0svvf/8Nqve2t5csT0N4uBtrSOitsDBuvPEWXdfnwpzQyOmodJbVak1MEuIqbPG8/TdZZWAUV65c4VsP7u5GDDHjYpUZKZxFMh8Dk8mEqppw4fgSy+WGiHTKQC7GOeR0ywBxBmPgx3/8M7zyyjfy/QjbqDdjDHt7M44vX+DS1SOm0yneXyIS+PrXvklhG07OTrh65TJaCUBq/+CIrt86SmPW/iaee/ZZ3r95i++/8SZl0eBjAKWJ0XP//bf57ndfYVJomkkpifdRXIvjMKBSYr0ZeeGTL+BcSVk66onj7p13M9AVkk8oLMF3PP7EE3in6UPH2Ht0b+n7nm6zoW1lT7A1jo0xYlOSHVaAvhtzSk8OQjZ6F0ZhlKKspWkcx1ykA1gjIQg6gU4FyY/CcvkBrx9qYbbO5nSJR0/hD6qOVK5kOsG2ndmW4kdpzbnLyx0yyFxPbG8ik5H5lywIysIyrYCYePzxxzk+vCAx5XsP+PpffA83OcB3C7QxrDYtTW2IW61jlAKVokKTWC3PuJgSSjnaduB8cSaazWGg2Y+ENKJUks2yrbLhwKENhKgoXM2Dh+cMDxacni2ZTadYZ6nLkqtXrqI1HB0dURvL6COj32CUZux71ptWJGMpShLJluimDU1TivwrBIZh+Cv62cI5JtMJ/TAKIjFG2r4TjkYurEPbUTiL5tHnEmPk+MIhwQ88vHeH6XTO5csXqMvHdqoDP4oqpW1bXKFZn77Pw3vf52B6SL8u2JzeR40b9FhRlBNit+a8H5gWDhxsxpExKJIyEiabQo64EtSkuKxEGdEUFmc1jNkx5sQQtNlsWKwWFE6SmZ1RXDiYMPZL1qNl0yVSu0YHL6AklKRv54vLaOiGkdWqRxlLP7TYSn6eECJJFdSThsbOcohnz2q1wLmSYRjocxiwMQZ/f5RFT1lQ57DQyWTCZDKjLEuMUTij+M17d0XXDo8CAwjUTcV6vZLjsB9pVJU7Mjl9OVcxmZR84Qtf4Jvf+IvdvbQ9Oaq8gGzqhr4fKFzJwcERdTWhKAuUehTE+0Hz0AfhUVprPvrR5zNQX+Lf5J4Tp65CUVYFrlDUtcNHxTPPPIXTjuXpPd58/WssNy1HezXL5ZLp/IDpbMrZw3sUhaMpHb0xOJv4zGd+hOVyxZ37J7iyEQs7kffeeo1Sj8yqkjhKcnrXid9hdX7GrZvvkaLjb3/+l0gY2tGjA3zv29+kqQoUipgg+MhkNmd2sE+vIrFVOBtJrGV5B7R9z3K14eRsweRswsH+jKaZ7CzU4rXosk28xhZ6V4vEeFOI8c172rZDWNnyoFOV2Slrtma2v7Y2/qcW1/+UV2nlw90GgVqnGEfZ3tlCXGdbUTsIb2ArVdlSz2KUrkpy1AwKjYDUVb4xJfjUWE0kUJWW/f2K+bzm8HCf89WazWbDX3zrBsrNqeoZi5OHO0i+6KhF9G+yNTwEKfQ2RfywoagrunbDNizTWU0Ig/BwNxtAYULMC84E2tIPATys/EjUluHeKffunOyATq+88ipFWXJ04YCLF4+o65I6M4zD4JnvzanqkrooCX7Ep4SPYF1JxBCBrm2FUJZhT3zgAdZ1HUrBdDrJCMlICIm2bSldJSCZ/PMOo2i1FWI1DiExDCfMD+YY5xj9wPnpGdYU7O/v5zFK4o1vvUroTthMDbcXJyzu36KpSkJTUU2nzErLq++8Recck/kh8/191g6+8fo7JG94753XcXmLHXxCWzFiOFeiUySMI1cuXODtZiKUwpSLotYko+l9YDadsz+f8OB84NKFS2zaRLccefjem+iccF6XJSEI6Ga7KGv7kaTA6Mjpw1P251OsMURVUBY12pTU+3O8F/u6LHxFkeO9jKE2XctyKc7MOuuVt8fl2WxKVZUMceTu3XvEmLI7MO6kdT5GNpsNyhiGcRTGgtG4ssTsEsAtH3vpJabTGWenDygLeTiLEy3sHgDTaY1C89nP/gTzvamcVK3ZOdx2bjfv8WPEpojDsh11lVXF2PU7ZQZAGD1nZ+dM9+ekZBjHSFKCSHjuuWcgXMe5gTtvv8p8UmGtLC+n04bZbEbftlhjSSkQCBwd7PMzP/PT/J+/+k9wWrT1zirGcUWhA35sca7BZ+6JD56z5QmLk/ssVomTswX3+7dIOmFpufH697m6VxJJKOcY2hafNGMKnC3XDGPPut1wenLGYrGi3bScnS8ZB6kxzi5Zni+ZTqe4wkojmQS54E1is24ZvHgGtgaepp6QEvn+0minqOtJTv+RxqWezjBD9wNr4w+1MF++vE/TNOzv7+N94M6dO5yfn7Nar7BKs15vdr9W6so2gt7KhlgrXKlZrVciUQoBW1aivghi7U1+oLQJYyND13Ph+JCrV6ZMJprJtOHktOP7N+7ho2XTjTRNxCYB2pMj7UMIEt+jFGMU7nFSkZA61suHaFMTo2E632cII77b0G9WxEGYx8EHApqysPKQSTCGiPaCfxyyTlRrudjE72/oupGbN+/wzjvv4cNIU9ccHx1SVSVF5bh69QqHe3t0mw0qs3zLsiGpGr9sccZSNQXeBzatgOr7VihjCjkGL5dLAfhnclffjxRW9MdDjtsahpCJdyNN2WCMPBBv3brLvXsPGMee1WqDTppLly5xeDCnKUpWD25x4XiP9XLB/oUD3nz/FsfHR6zPZ4zzA043d1g8uMMbN9/n4MI1Do+OULNjVmcLem+4f/9uHr+kHKEVBQSFIowBSsWtO/do5he4e/8ede70bFFCAm0Vs+kUP/SoFLh2+SLdqFk+HFnccVR1TYhZC18Wecwk7442BbPpnGFYceHwUIJbg6L3kZPzeyhVcXR0QFkWEoFWVtlJKsV5tZqwWq0IIWQWrxQaoxJ+6GhX0Lcrlstzbt++uVtci45fJFebzYZ33nuPpAy2KOj7MXMqbEaOGpxRTJqCC8fHLM9P8u/XRNJumQ5yevAp8Nzzz7PeiPtUKWliYow5w1H9lZHUOOa08swcLopydz9uE8g3m400KmjCJCfakAAAIABJREFUKFl6SkWq2qKS5ZM/8hl+/bVv0YdI9GIJl2RvRz2RcAhRxijm8yko+Ikf/zH+5Ct/yXQ6Y386gegJyWNMJWMsJUCt4COz2ZQTVzGb15yeLVmdrNn0K95941sczRpgJBmBa3XjgDMVX//mt7h57wFh8Cw3G5arJV3X5RAGs1NpWD1ikBHmdDphmvNDXbZ4B++pmOK9F9RuP7Ja3t+NMVJKFHWR/919QONe7B7Qf93rh6vKUJF7997HWikQb731Bs888wxHR3u88dobrFZL0s6F42mahjBoKYwhU7q0Ehi1EVrX+ekDmgynKauCL/7cL/L0U08Qg+dL//SfUKiB2dERs8ayWEVee+MWp6cyH3zh+eu8/vrraB8hSTHSppKZ4zBQlZaQ9b3Be4w13L75Fi9depyrV66zbj3v37mL04GhXXH28IHEsyvF2G4gCXNWNJMKpcXccDjfY7VcYbQRS2pK2GwPDgGMkiJijGK9aWUedq/jzTffYW86Y2g3KEYWywccX7rECy+8zOHhBTSa1brl3ffe4869e8xmM2bTuXBktaIstsvSEpUzAI0Tsp6xeocFresa5xxt2+J7uaCstfhRwExlWXDl4ozT03POz84onMKGJZvzJQ+Glmc//Cwqac7P1hwdXkKbmqqa0J1tKAi0i3Mef/Il/uiP/oxnP/5Jnnv24yw6eOO7X4Y8A/VjYL3eYMmLYCAkxfmiJdgGHy0YcWehhOUwDD2zWUMKI3uzBkVgvjcj9DW2KCnqRk4xRKGm5TxFow2urMBZoGN/foBzloenK5xqqLUlDPDw4cnuWnbOMZ/PJfi3LNEa5nMxMe1Np+ztz3NH7HeZcBD58p/dYBg7CWhga3aQzmyxWHHn9vuUkynOlSzPz0leTjKuqOT7qMi0KXnxhY/x5o03xMSigCSGoS1gSSnZUbTrjjt37tEOveh3UZRlwXxv+/ONu5xHrS3RB44OL/DYtcd45623M+5SgnkhsVye44wREmBeSPZjJAaRVbqy5CMvvER7fg+XEqvFGZPJhAFh1cg17rFasV6c0xSOp594nHv3HpJQ2K12OGpCEtMOQfTYctIumM0PeeLKc+wdHmPGjqpP/Muv/zkvPnVRQomdpfM5wV0nvvzlP2WxHiFA1KJhds6hcSL82oYLWHhwcsbZYik7m4mA0myWWc6nM8paluvey2lG9gyi37bWUhZOWDNZTmetZYzpb3Zh/tqf/wUJ+P7332AYBsqy5E/+5MuMQ89mcUZMkRc+9jF+4nM/ySdefplpM2FvOuP87Jx/9qXf4Mbrr1PUjktXLnPjrbfxIUma9GpAGcVyfcLv/8Hv8Muvfo/r165zcv8Bn/zUi7x7+z5XL13i9J2b3HjzHsEnXv7ES5ycnvDf/3f/Levlmv/5f/wfsFazWS7kAo0watErai1C9ZStym27xGq49/77wgoOnrHvhRmcO5VpNZHcOj+K+8rItnlMPavFQo6IwWcRu3CDjZHMNZ1TE6zVsnkfhVNrtKPbyJxvs1oQfM+dO+/x8MEJTz31HDEoHpxIpBHacHa+oizOxLBiDYVTHBwcUJYlFy9ezGqLQFU3WKNYLVaopDk+PhYbcFFmnfCGoixYLJfMiop/+Eu/SFM1/N6//X0ODvbp+zVPXbvAb//KOfqo4trlS2yWK1751htcvvoUe0cXefu925y9c4OxfcCkqnnxpR/hf/nff5W+mPJf/vw/oplf5F/95q8IDD/vEaw1mGzjHseRisRkOuebr78FwVPFgRRGMIbgRxSRaVOjkwQJPHx4hycuHGMLR1HWLBYLDvfmuyWyMRbvB5yz2KJCpZHoHWOGzQ9jpJ7uYUxJyDKzxWIh8VHnK5bLJc45ylKK9MHeTOLsq0I6rukUawDkBKCN5k/++I8xRnSx4ygPaq0tISXGscM5y5PXH6NrB3yQhVGMkcFH+r7DaE2nkdOGkhR5dmGywif2XrgyBQXrzQZ/5y5JaTEx5WXkcrlEaemW+76jLAsmkxlNVdHUFc986FnefvOt3T4hpcgw9Ny+fZOYPoX3EjiqgjgTQ1R4P1JWjhdeeInf+o1f5frlI+7dvcvVq1dIaEKEum4Yx56qKmgO5ty8eZv5dMLebMJitREVSgoikU3CqIj9QAxa4FwkBg9/7xd+ifLCNdpxye/8zj9nv3EUCnRZol3Jsj1HpYj3PQfzPSazgn7TEwh0fb+Tv8mCOQpVchzQ1hLbkXU7YM/OuXP3Hs6KamY2mbC/P6eqKpF1GkNd17LfieJunM8mgBY1xhAeSQ3/JhtMVAyyVLCW0iiSH3AK0Jr/41f+NxHfFzK3rMuKzWbD4DuKyvDxj7/AJz/9ceqpcHxffeV7/LPf+JJ46ssJs/09rLOsFkuuXb7C889/hCtXfoqvfe2rvPixjzJrZmi94uVP/TiPP/44v/zLv0wk8KV/+ms89thjvPXum5wuzikLS13JHLXM0OwYPOvlOXUzZUyBX/h7P8uNN2/S9/d56uoTaPZ5Z32X2f4FVBolsQRoV6s8s44MXvOP/otf5P79FWOIPPvss/zhv/9j5tMZP/qjn+L9u3eo6waN4dbNO7z22mu88JHn+KN///sYk8AYiqIiacPpyUOsVUTvaVyNTiM3XnsFVzTMZlOaeUk/eLouknybgyIVn/rky1y9eon33nuP2++/zenJOc8++yzXn7jK3nTKzZu3uXfvPk1T0Y+e1eaUIXR89nOf4fLFi/zb3/03MjKyltV6ySc//RLWaqq64NZbb3Lp6hXu3nqVG9/+Ng/v3+Vg/5B/+S/+HZ/6sZ/k9Kzn//l3f8Zjx/s4Y7j54B5tM+Pgoz9CcXCItglrNX0HvRfTTUoVCUU/DpRB0pRtNWEYlehfk6EqSuIYGMZASIFqUgnnYFjz4GTJU089zdiuWJ6fE/tRNhVKZTSsQkUgdhg6Xn/rHZIfmE+mLFZrqvllLs8PCKoQNrO2wv9wBuLIfL6HUnkktOkYm4phGDg5OyOkyKbvOD48wDqHtprNesk7774l31eLDlcb6XSt1uhkuHbpClcuXWa5XqKS7DqsdXT9IFbr4EkJnJ1weHiRe7ffo/ct1lmUk87W+wR4un7BX/zln/GTn/uZ/5e5Nw227Lru+377zNOd39SvB/SEiQBBAARnQiTNSZCgwYqd0IopKYroMLZTZUcKk5TL+pAodlTliq2y6FhySarYsiplWSQ1WZzEEeJMAiABsBsNoBv9uvvNdz7zPvvkwz73NFllM1+Sgm4VqrrQ7/a7wzlrr/Vf/wGBSe00e5pKEs/nmsdeVZo1ocB1Z3Q7ERtrQ51IYuv0by060l3ldDbWh0NFqxYFneIjlSIrDXzbJop6HI9nOKbFC1dvMFrrEfge25ubLGSC5+nXurW5yWc+9wTTo2MM20KYDnUFllljCChkQZaViNqkyEuEsDh59/3c+9CDLIoK213nyrNPc+bEBrJKiJwIZUBVlFhAvlxyamOdzdN3kBYZyzhmPJ4xner3n2SFvj9N3WFXskApTbPVfvErt0tBnGZkjXDLsgyCIEAp6HQs3CDADwMcT+eZOp6tD7RK73dU6yb1H3+8ooX5f/off4lut6vdtEydA9fr9fQm3qiRC0W320N7lAkGgyFZpj+M1z7yEJkscf0AyzDpBxGf+dSn2Ds8ICkybVBjGAxHfcJOh/lsyjve/jZeff+99Pt9/vSP/wNf/OIXmU6nYAg6nQ6GAQe7t9jfvYXregxHG4hakSQxWZJjCW0yYyCwhE08X4Jl87lPfYokzVnMxty8VuB5FrZt6tetDBbLOd0oAFyKUhIGEXkuOXXmDE8+/XF+/Cf+KkEU8rf/zgc5Pj6mE/isb/apVU03GnLfvXfz0AP38uEP/3Ncx6CQGa7lky2n+pT2LJ3ioqyWgeGbWsJ7fLRLlhWaDy4E3W4fP4yIFxl/9LE/oNvRDnyve/0bkXmOZdR86hN/yq2dG9p+s9Pj5t4tbt64xXA4JF7Mue/euzgWNUHo4fs+3/jGN3Ach/l8wkMPPajlwucv8J+//2/x4V/73/nIn36Wn3n/+5BWj0//xu/z5ae+xuVLLzLOLJ7/6mVOn9ri6A/+hPseegMHkyW/81v/msnxIdPJFMfRKkpDaKw5yzIsy6GqFZZlY5gur37NQywne1x77usMul7jx+vTH/UA7eQ2m0/YXD/Fl5/4cyZHh2TxgjCKtHWjQKu5GjYFCsLA58ZLV+lEEZHnM5kseetD9+F1NsjLkn7XA2ERL/tAjSwlvV4X27aYTqdtwRSGQV4U7N3c52D3kHG/S9TtEEUhsozZ29vDNi3MhgWxWqzpJbFOEl8sFkhVIZUiDDSsJEyB61gYholpW5y7cI7zF87wP3/oFymKDM/WmXSrpZ4QYNmCL/3FF+n3R7zzXY81VDlFXSlKWTSKT0UuqyYstmAxj5kcHzObLTS7QdXtz8kyY2/3FpPxpGENle0ewG5w8KLMkaXBfa95iM994mPceccpFpNDQm8LJSXj8RHdbsRsekw36lLV8MBrXs3B0TFJpumbAKpUZDKjRCHRikCF4q6L9/Hf/Q8fIs4Uvm/hBiZFljE8s8XRfoLjOGRSYVkWeSmplEEQeKxvjFCipswKutGYfe8I07JI04xFnBLHCVlWoEqLLCswam2mJMsKYWpNRJFLxnLRTrNxWrCI9fODMKTTDUkCv4GFwGuYOWWlRVw/6PGKFuYLF88yGU/oD9coioIsy9qT07T1S0vTFL/JmUubxVVVVdieQ+g6jZezJOx2+JVf/d8YT6dkWUYYdpBSsrNzne9859tsbW3xy//wH1AUBVtbW1w4fyfL5ZJer8fpMyc5deoUnSDk1q1bPPfMs9iWSxBEZFlGt9PHsS2WywWzyVj7CLs+B8dTvCDgxasv8tBrH0FWBYKaPIkJPJe8yCjKgscf/zE+/vGPY1k2CAOp9KLlt3/nd7jr7vu58uIV5tMJUdhhZ+cGaZHxxjc8wtkzd9CJPGRp8dk/f5IiX2rxATXJcolt2phNsKVlGJTNTbjy/o3jmLrWFEG9SBVMxzmL+TFZlmEYBsf5HN/3+A9/8oe4XsCl7z6D79k4po62L7Ilt64vKEvFYjLBsiz+8GMfo8gzbMfl9OnTHBwcEDZjXVHmvOENrwPP4/QDD/IP/8mvk8+X/N7/9Vssl4ofe8+jPPnE19naPMVPfui/JfRcbtzYQQmTa7sHvHDtBmfOBDiG0cTNalzREAZVUaAsg7quqGVJp9vFDtY41dvguafnZFkCXQ9V14xGAzY3N5nPpszHY+68+04MU/KFz/0ZJ7a2CB2brNAe2V5oNBJ5TVOrZMH6+gjfdYkin+5wQJAIwsEGmFq95to2lQLb0+ZCURjiubo7GowGLU0xz3Pmy5hkuSRPc44Px8SLhD2hsOyGNSEEyXJJQzVvvz/LNbh05RK94Rq1sOh2e8iuZDAYIGuF6zr0+n0tFqlKtk+d4uSZ09y6eYNlkuA2LAIAx7GQVUFgRvzZn/0JDz38Wk6ePNV2f20UUlXRMUyyLGc8nhIXsV6oWrY2uFK6e1WV9or47nPP8qUvPcH6xjambWsUBW32pYNcDQbDIaONk1iuz3cvPcep9TV2rl2jPxxCXeFYJkYlmIxnrG1u4rgFJ8+c4vkrL2Ab+j2UqqSoKspaUaiKtCoxaou3/5V3k2Q5huPiuxZVleIHDof7B2yubzVBqBpKKPKSKBzx0MMPIw0TWVdYwuDE1gajwZCi0gKQRbxkudCcZim1hHq5iEnTgrJSWhnauMZVlUFeyEbanWA2VruWY+P7Lraj6Z6OaxMGYcPsqjHMv8QJJsvlAqOhzElZ4nmuTqMoS0RhtVzK1TbTakx9TNNEqgpV6Ay7lQTYcRzCTtR4EEMY+tx//33cf/99IBQ/9Z/9JEdHRxwfH2NaDu/76f9Cb1+bpOHlbE4njIhnU7qLATdu3UKWCt8xufOue/jOt5/inlfdz3g85r777uOb3/wGu/u7FFXBU09/E1VK7jh9hjzVMkyNJ8EffOSPCMOQN7/l7Zw7f4Ew6vAXX/oyB8cT/vAjH6Xb75ElS1zTJcsK+htD3v5Dj7J7a5dkuaTbifj209+k0wkbibSWOpeNus80AyopsSyTLEsRjTWjUrRigU4n0t7Khebebp/YYDgYYBqCvb1b5IbEaIIxBTWl1BJkqWocx8M2XFRVIeuaMPRb3PWll15CCM0gGI+PUEoyGo543RseIc5Suhtb1H3Ff//Lv4Iqcr711S+RLCa4foA92uD4eEJ04hS9bp87H3iItxUFH/voR0nnCy1BFjp1W9Q6iU0IgaoqLBOGwx4vvLTHrb0ZN27dAKHISkkYBRRVSa83YDQYcrR/k/3dXY5nU4xa4lmaGaNL1srms8a0AUOQlgWuZbM27FGbguNpgtfd4Nkr1yiVIouX+I7L7uFY4+22w9bWpqbeBS4ba+uYlkmn4+P7HoNhn9FwgGrihbI8RdU1y3hMkeXYtsa2NQdWNSZFYJkeeVmQpilVreXxy7nLwe4BjuPgBDaHx2PKSpElMXVVsru3R5rlmJaJVNpr2hCaKWJZljatMh2e/NbXOXnyZCMOohV71KJJHBMKP9D5mJ5t47p6aS0M1T7HNATz2ZQXrryAMBwsx2kdIE3D0gtmzwMMPFdw5z0P8KXPfJz98Zxnv/Nt3vXud6GqnDJNOb29zWJ8TBwv8YOA3b1dPNelkpV2dat1zl6NdkasmoN5+/QpvCgkLUqocq5cfob1UZeh49LrdyhUSZWVjQugzeM/9hP4YUQmS4xKYPngui65p8VEvX5EL4uIk5Q4TnW+Z+AxCxZM5wvKUjYhCHVrqrU60OpaO9NVVY3MCt1xC73Mtw0T0xwD2m3Rdv4Su8vZjocN5HneyIErvMAniDpt9FFVVXpsUZoqNxgM2N3bRdY1vuviWNojoyjnuIHTigRULQCdbFvXOjkh29sjCAK2TpxAKciKFNdytTmNZRF0Ih567cO85a1vIsklhmUxm45xHIdPfvKT7O/v89M//T4uXrzIi1deYnx4hGVZPPzwgyRJwqOPPsrrH3mEz33mM3zyUx9n68Q2165dY7S2znvf+xhvesujSFVjGjbv8iL+5W/+Jq5jc/+rXsUHP/AL/MlH/4g//OM/5off/W62t07oXEJTe0//0i/9ElVV6Q79pasMhwMqWXLpue/yla98Bd/3OT46AlVTFBmGqU1zKqVl71ZD8ZGywvM8+t1es4mGc+cu8Oxzz2HZjl4GOY5O3UZgqYa3zcqX2SROMhxXU81WJj2aMK/odHoEgWY7dB2bNElIsoyo0wHXwt8+QbXs4doOpcwpVEVRKkSSNqGiNe95z7v5Z//HP0WWEmkKHewqS6rKIk1TAtfBc22Ggx62NeHqtZdZzBYkSUa3o8DQVKbDw30s0ySJY6aTY27tHWBiYpkunu3i2Da2AcgCqgIwEZZBWZSURUaWJXjRgDQTXD/YJy33karAEiY2PqkqKWvt13tz9xA/cPFcj+evvIzjOGys99je3mJ7exuBoN/p4No2bm4jDDg4vNEKE7Tpu4YVaJIu1ofrPHDfg2BoXF1KiZIVsqjIkoxlPKestMFVVZW4toGSOmJKs1P0DFDXClVoFoDtGhgCvviFz/Lggw+xublN2Vrr6m4uTzMdwCAEYa+D59jsH+yjI+C08rVS4Fg6HGI+mxBFIWVVIxvqnBCi4c8rFtMJS1GDGXL2ntdy6dtPsXbiDuI0xrICrh/ss3trl3vvvYcXX3yR3YNDxsdHRFGXWggNHRQaCxd1SRlnOK6HYztYvs98EWuucinZu3kDG+h1A4LAQ2U1llXrQFjh8EPv+CtkRUGSpdqoy9KHYFHc9luWsqIoJLUSWKZDFAmdwE5NJaHGIE21UpO6+h7Fpb5H5CqpRvNsMMzbIhRN9axRMv+BtfEVLcyLxaIdtaqqohYwn88bnbrRUrSyJGVjY4P5fM7BwQGe59HphFRNHFWlFJ1uj7KSuJaNZVmtm9pK1RQEgR5nmucoBEEQYZomcbzQp19RIoC0yFF1jeu6RJ0OZVHw+OOP89hjj1FVFUmecfbCOf7BL/8y86VOte50OkRhRF4WvPexx7jvoQfodbtc+u7znD13FlUL8kI/V0rJlZdeZDKecu6OO3jsR36Y2WLKux97N+/90ceQ9UpdVaOUwLQsclli2w55UXL+wsU2H/Ft73wnb3/HOyjynOeee44/+5M/pVZa2JIsF5iWxWKZEkYhtaoJo4Bhr9eOzQiBbTlcOH+RKy++QKej7TU9x0UZWhVXlmWzUdYOJZats83q5pBZxeUIYWLbFm94wxtYxnM8P0DYFaarY53yJOHrX/4KeVbx9re/jStXLtHp9Bn2I3w/wrQEsigZrq3z2I/+KGW2JJmPuXL5aVRVYbuWVm4GASfWhnRcl63NAXvHSww1YueK1MU0cyhUwaFhcO7cORYzRRynnD59jisv3UQpi95gTUt7MRDKpi5ycnQ0k23bLJYpszRHuSaLuMSwA2yjwrM9XMNBVB5FPIZKNZ7DFkLV5HHSwESCyfEx+wdTnrv0ErZhsr421IX6xCZxsiTPS80EaMRMldKdnTamN+n1epw6fVJLfKVmzOgwX+0UVypJXhRUtc7MmU6OKBrOtm07VEppBoAAmj2NkhW1ytnf3+P3fvff8nM//wt4vk9dryxKRVPENIYry4IXXr7KU089qXnW6GR7zUjSnXhW5ESdiFIqkjTFNAw8xyPshNiOhan00i6VPqcvRpy/+36+8Ref5nAyZTxJuHr1Zba3TvDZf/VvSNMld5y9A9/pkGUljmuTpbnGiLOYPF3gWi6u5bK9eYI4K8jKlLqqCH2DJ/78M9x78TyBY1JUEruyqZaJhhHMmE53yGQ2RaoS13a0n3JtaJ/lqiJNU5bLmOPjCfPZEqV0Knie5xRS3mZolRq+qIqCwPewbRvb03FbSZIRx7HOD1wFvAp9L92OI/tLvPwDWr9lDB1Y6TiaRlJVFcultt3sdrsafmgWW8s4Ji0lgeuBoVBKMogGGNJEFjmWbdNpivqKNJ9lBZbl4HkeeZ4TeJ5WTpk6/kWpAte9jfuEzc+ZpkkYRSyXS53b1ThJxVmMrF2CqEOFwPF80lJi2TaJUgSdPmG3z8OvfyPj8Zgy1xeXjU0QBbzt7W/jnnteRZLnVLIgL3O8wKeUmg9aK0VdS7JMQyJFobf+tuMwn8/awytJUk14N00u3nUnH/w7f5tPfPzjHOwfUOwUzJZzbFd3ckLAm9/4Zo4Pj/QhJQtMoWGcfr/Hfa+6lxdfegkTA2XZzUwLtapI4xiFQRCAaeu8QIFob+a6rhkMBiyXMQAf++gfcd+DD3DmjnMEoY8fmBwfH/H1p75Bv7fO//qrv4JRGSwXC37uZ3+Wb137Jm999FFOnb4Dz/P4Gz/9XzZj7py/93d/gSjQBUs0E1HoueTJnM1Rn9FwzvbWCa5+90kODw8IAhenuZmSJGY8GXPr5i7jSc58kXFC2HQGfZI4AQtC16aqJAaN+ZJpo7BIjR7zmSTOFIatl4SB4VNbFo5n0SFovSYcx8H3fYqiII5jRK1YJjmHe4dIpairihs3bnB8NGF374DJ9Jirzz9H1aTDF0VB4LtUUosc6rrGsC2CMOLg+IhaCNbWBsi8YOVaUFV6ISUMA2HA/t4Oy+VCG7EbBqJWbZdW11rYEQQ+pqHZJ089+U2e+MJFzp2/iGFaDVfexGq6O0mFIQRf+epXiOO4xUc1xqq7Y8/zGU8m3LxxgzvOnsf3PGSp02mM5sAyAM8SOEaIrOClF69g+0PqymTQ6zPcfhWnTm9zY3/C5raBWdcUeYlEUZYFpmWhlNRMEMPUmZS15MGH38h8saRQitCxuPrC89x5fpueLRD1yoLBwTBMBIIzd1wgL7U7Ym3ohsP2bCzTwrU9lFL4nvajQdWYwtI5jgYMBz2KomS+WLBcxhRZSl6UeLZJnJRUtWg57KuFZVlq83yldGAC32M/8b0+P/+xxysbxupp7f9yuaSs9FIjDLViqtvpE/gRSaIVaxsbHY6PjwEIg0h3eratC22WsVwsUUqxWCxYW1trs7h0VJLZENL1heq6Lr4b4DgWh8dHmMKg0+lgN564UhbUtcC2XbrdHsvlks3NExrfLbSnRL9rsZzPqQwD1/Eo8ibQNM+wbZOiKCmKsSaZuz6W5WAYQA6go+y7vR7rjosSiv3DPYqiIE0yOlEHYaATElSl3dpUjawkMiuxHYeyLKgaP2vh+1RVRZrpDLL3Pv4j+KbNP/+nv4bnesRFhmVavPnNb+bV978Go675/Bc+T5IssCybSmraYieKWBsOmRyPKfIcWzioqoK6QpYZCH2DaCc/p/1MDcPAxubw8JDx+Ihf/MVfRErJpz7xaW3JSMbNnX1C12K01md8dEwcz/GMiE6k46AefdObGI6G2I6JMGqEJQiiLr/9e7/D0fEh4yPF1tYmYaANkQLfpcoTeqMevmOSZiWW6epFKDVnT57maHrM9evXSeKY48mUU+EmpUxRhmC4OcJxHPJ0SZ7lmH6AIRWu6+EEEbK2iVOb2vAwTY11i1pgCxuqijybYbkupnHbJKqsJFWtCCIfAGHqa7AVDRk6pWc2m5FmBbdu3WqW1wZ206DYlk7aLoqS1zz4MF/71pM8+9zzDNfXOHVii7JIiDo+G6M1LbhCUGY5lmVqtke3oy06Zdk0MqtkDoFhCtI0IwyDRsQkmsXdBv3hiCSJtUjE1E6GUklkXROFUfM+9WiuH6KRRSviOOH6zg5r6xtEUYRpWji2TV0pFvMleZnjOBZB4DMdTznY3QNhc+HuVzMaDEjqisPJPrcmx1wM1qHOKFRBpWosQ1NV0zwjXi4wMaikwb0X7+bi3a9mVpWIsuTw4BbPf/dJbJXS6/aZTeaMRmv8oTncAAAgAElEQVQYiwR/GXN9ccBjjz/OMo4pRSOMslyKSmEYpW5GVKXTjWyLkyc2WR+NWkg1CHxtkK8U8TIhSTLSrCDNJfP5nOl0Tp5nJElCnGStUlYYdnuPCCH0BCF+8OIPXvGO2WCxiFEKXNujLCqUB1khqeYLTp48ieXq4hAnCUHkkyUpptlwCUVNEi9apdKq457NZjie2yY9mE0YI2gzHCklSZFwPE3p9XstNqSoEaZBvzsCpTuMOI6pqorFYoFpmnrZ4zgUhcRvmB9CaPmvKhWu5eovAh1bZRoWZZk3AgkXx3J0J5dmBGHAfDanKAv6/WGjFPJxGoywVjWOo5V3foDuxIRAFnrRKZqlTpwk+ku3dSqKUjXShL/3oV/iw//iXxCVBffccw+vf/3rW6+PwdoAY2Zw7uw57r37HrJM38y/+2/+NWUpdQpy3th0xhnC0L622o+6pihTXMfRqRgVWLZBGid4nkdWN4XBtvA8h09+6tOcu+M88zjDdrRYRiiL7qjLBz/4QTY3N7TMvqrohBEAru8hZcHFi3cROhGWWeIaisnBPuPRAM9xcURFMj3ija97NVL5DEKLf/u7v0GSlShTsVxOcS0b1w4YbJ6nd+YeRhdcHFMis4LuqM+sjEnyDDNLCRybMrNAWOSyYm04QFYOtuOQFKmWpAeaT58mKYZZNio/o01Lt20XIep2AQ0Cz3aohfbJWCYxuZKA4q4772Fvd4c8T1gsp0RRpKNhK8WZOy6wf3DMzu4hVVWxv7vH5Wefod/vEwQe586do0Zh2Q6HxxM6vsvOzhUqWSAM0dCxVKNm1IWhNhqfh0Z1ZrkW0+kBN29c58zZc5iOA6pmuViQlYraMBgN+sTJNn4YkMznrROkzkasgIa/K1XTHOlDaF7XjZFPymymg1Ft22I2nRH6HqPRSTzPpTIEgeOTzG2qPMO0IF3m1EpRZgV25FFWGWkSs5gn2HbEAw++kZ/7u3+fyoQ1z+LaC9cY7z5PsTjkwl0XNbxka9+U7c0Nbu2PObF5Bz/0lkdZqpK6qBBYFEXWSstXaeRVpXcwti3wPL301JPXUl+Xrs+w32NtOEAYpubY5zlpkhPHS5YLLcBaLJYUecEsKZjOZsjGR2Rlru+YP7j0vqKF+Xg8JmsocCu+ZZqmzBcLuv0Bu7s3AQg9H8uy8HwHo0kZkKqiylJM0yQr8vbfWCmT8kK2lpeu67Zm2Lu39omiiDzPG7gkodvt0ul0tKIqL6BO6Q+6VLUitEyt2ilLirzE9b32CyzKCsMw8bxmAdng19pvwNFuY83rMAyTNNMXS6XAanjblm3hen5j5lI3sEvz+5pYqbIxsLHt28GnK1/bJNGvX08GopGEajvCtMj5wH/zt/A8j/F4TBzHOnjWMnn7296GaZpMZzNKVeH4DhTw1/76X+fZZ57hiSe+iOO5zOdz8iJn0B9iWQ5xllIVVcs1V40XRJrGSCUppKCqZYs77+zscPb0Be0dPBgg8wxqSeB5vO997+Ps2bOYtk6JULJqJ5qiKLAci0de9yZeunqLu85vY2CxPuwzOdhjfnRA6G1TmzZFltJZG9IZ9el0h5imwdHRmLrWEMP2qfMsyj12j+aEnR6vedVZFouY2WxGWRZEUYgQtV76yRTH9bE8jzvvupP5QkMT3UFEmmUUhaQbhfS7IY5jMRwOGY1GTKd6/yGEIAxDhBDs7NzUE1bTMRdN91UWetR3PY8kzhB11YhbKu0dbjrc9+qHuHjxIkeTKePGXjTPc7IswzRNrl+/wc7ODtQGpZR4jsX1ly8hc92kmK6NYWkJOIbQYadozwjVuBFatoUsKr7znadZ3zpJ1O1iCIMizymblJ0kiXn+8mWooShKnYvYQIpKKRyhk02Wccyly5cxrduQiJQKVUmyVDczYRg28u8ehqWT5F3XRTYhvnVVkcQJlmWzXCwIvIBFvCBJUqRUBL0Nzpx7FXfd/xBf//rXoE64+tzXkGXM9HCXTuDy6ee/S3+wxtm778bxXGRZEkVdHnjgYQbrG3h1DtSoAoq6JEuWZKm+b6WU2LaJbZuN37SOvFsdMBoOKttl7Sr9xhYCM/SxLQPPs6llV/PGDYskzVgsYuI0o671PRHHSVub/lOPV7QwF7JsGAAmaZq2UITjOKTLBVmscV1NNTE5OJgyGo605DnR21NZKmzLbRYuWsIsDNGkaMvWDWo1WtR13RrA257ubsezKUGgA1Fd18WrFcsb8+9JNdAFsd/vN+5mNt2ow2w2Y5VBqNU8qvVFLgr9c6uct1XKgTZWd9pO3nP1UjKOYwzD0k5WtktdJ63ZyWKxQAjRKIsUaZoSxzGu69LtdrWdYqRhH9u2dfZevvIvhlJW2K6D63tt8c+LApqlaJrnuK7DbD4jyzJe98gjfPHznyfJcmzXw3JcTMduQkA94jgmSTN8oSOIEilvZ91VkmWypCgKaiUwDQPDhFpWTI/HhKHPdDrl7rvv5tbODY6Pj3nDG96A4zh0Oh198Tfey1VaMRht8ODr3kwZz+iN1lkmS+48d4r9w2O2tk+TyxI3lJiWxX0PvJr/5R/9Y66/8F3++KP/jrCzxtaJLSbTmFmcMs0rsgqu79zgwbtOsphPiUKfssjJc4uirAk6FnXj3XDy9Em681UiRd0cyDCZTggjj/W1Eb1eD8MwOX3qBLPZFlmW0e/3KYqStbUh0+m8gbNsJpMJL157mTTOqSrFMh5z8uQdXHruKR3KIGtMy+Lk2Qsoy+Plm3tcu3attStwXZe8SFgsYzzPp5K6GbEMG1WWLOZzzWRCj+qW4SAq7Q8sagMqMDGgrDCEqakVSjNB+r0OhmlRKwj9xnLT1DaxvmuTJime41CqEoVobDIVrvBRtWr4vjNtrhTHrGKc2gJmqcYWswluQOC4Po7jUpf6+p9OZ2SbA0CiapNcVhRVhedGSNdltH0HsXJ44hvfwlEpcnqLly99g/WtIb1ehxvP72MZNptrJ6hlSZ7FGLWF67rc/+CDLGVJKUoMVVNXomEsgePqSXWF+wohiBOdham+J3zVNE2U0gvAqqKd1FfNUxzHSFmytj6kEwYoVRGEDr7vaJdH28a2HdI0ZTgc/sDa+IoW5qjTYdQfUBYFk8mEqpT0Ol2EEKR5BkKQxDFFszgLw5DxeNp6EogGZ17lwH3vf36zvFstPVZ/dl1djHXci2wMfUyqomSyjLWfhVI6+LKhmHW73Qa+0Bjz7c2qLnKu65I3evvV83Vqb40scv07GrJ/nGq2SJGXVFXWJo10u/12JNax6JJOJ6LX6zVLtWX7fnVhrylLSZrmeF5AlhW4ro/nuZRl1RwA2mZxsVhqi8miRAhwPQfXcUiTRBdoakxDsLNzHQPBnRcvcPe99/Lkk0/T6YSUSpIslji+h5SSbr9DkiQs5zO9EJIVhmXimJrIX8uSMkvJcz3qW0Inf9u2SafT4Ycfey9hGLJ7c5cT3jbPPP1t7r3/PuaTKbbnEnYi3WEFAZcvP8/f/LmfQ1WKjc0RF8+d4erzz6CKnOO4xokC0kwym08ZTxaMuh1On73AI296G1dfuszxLGEymRFEXQ4WEwLPxjVqiniKcCSuKbEoyWuJ4XiUeUq3P2I+PeIL3/gqr33dG0mzZqFm2ayNBgxHPYbDCM/TQQTj8VgXMdfA9TqEkc/IGxJEIc7+PrIqGQ6HmK7BM999hvFkruOcqAl6Ix56/VvJ0yWz+ZzhcAvhhrxw9RbUJXYjWFhNILbttFOhosayHRCKSmlubalKvcswtD+IKZzvu2bNJqyYWiDLEhOTnevXcS2bjRMnWgvQ2XyOUopBv0sn6mjYQoBhai+MutYiE1lWlEWBlIWmucqKLMsxTau9f1Y2s/Omy15ZzUopSbMM0xJMJhM6nQ5lE8XlOh6zpWY25FlO2Asoaw9l2YhK8uLzTzG98TyDwOXwOKGqfZ59fpf3vvMd3Lx5C8ezmU8OWBtsUWaCRZKg3JiXdl5gfjxh2FtjOOzjBy5RqNXHs9msnbqLIqfmdsfs+347pa7EWa7rYjZ5oGBi2Tqrsa4kAoXr2uSyolQF+8f72pipKeKnTp/+gbXxFS3MQRDoLkspgkBLq8tS2zD2ej2NFy/mrbz68PAQ0PS4uulOu92uhiTimFrpNGmd0pE1OKwgiiK63W6LrS2XS22zKYQe25oRUylF3oyKlqXHvKqqOMqOWwxbLwICFPrv1tbWtOyzed6KyWFZVpvsoQ3Uc93JNl/qCjppvW2r1YLAxHEMDEPn8CXJpIUntNKoaHExwzC1U1dREIahxs6TtOneIw4ODoiiDnlecnw8ptvtkOc5bubS6XRAaDcxy9Qy1t0bN7jzzrsoa8WP//iPYyqDay9fI54vSJIE07VBQBovte9uJyIIQ3zXYzAYsL6+zunTp+l0OgSuh++5VLVqO3vDMPjoRz+K4zicO3eOkydOcsfZsxwcH3HlyhUiP+Dk6VM4lo1l6KRny7J41Wtew7JJuN6b5/S278ISAkuU1IZBLmE61d/peDplenzI6970Ft72rnfysY98hEo4+Mpg88Q2P/WTj3N4/TI3rnwb07KRuaAUijxLUIaF60XUdcXGqM/Pvv99WG6Eadma/pSXOJZHXqbYnoEhdHHZ2FhrCk7AeDxByoIrV64zmy65dPkSb3/HD2HUks9+6hNkmaQqcqgUjmXheT6uP6CUJZY7oxYGaVqgVI1rC5wGhrNNC9/V3huO2+wggFRmmIbArPUkJWpDJ42UNaWq8FyfTEqKTEev0aRwL5cLwsDDsm1sSxu8e55HFAaURYGqK124DYMLF84SdSKyJG66YAtVVRiNd3iaJcznU3r9IWUpm1FfYNtWQ8MTOPbKLoAGQtLdZhAGIGquPH+ZMAhJk5xClsSxvo+KCsbTBd2Ns1i29s0whSBOEmZpjsRg99YBfjgniQ0+/ZVv0/EElmfjmTXf/upT3PnwW5mOD8lrgVUL4sWCoslrTBKbPCobityYqtJqTNs28TyPUuqGrlIavrQdG6s2Gu6+g9vkaxZFoc0I0f/fcRz9/tF+357jUpWSNE2gFrxw+coPrI2vrFG+67bFKwxDZCk1ZawoEYb+e8ezWS6TNh04y7QPhu1qb9i1NX1TjEYjjo6OiONYc4qjqC2kruviedrXIc/z9uc048Nq4YpVcV4t71biFllVOK5DXWkxAarW3M0oJEmS9jV5ntcohQKqqsax9XieZRnT6ZQ0yXEcm3iZ4vsB4+mk7YYc22XZLBo1JEJD9THaw0rT5ormMzPanMBVZ7KCg9I0papU4xoWa8GJYRLHaWvYPZ5M2d7eQogaQ8H46Ig0jsnzjMPDQ9bXN3j/B/4rHMtqf3+WZaRZwvjomBdefIEbN28ym2ke963FkpdffJFvfvWr30NR1IdjGIUslktOnTrF+fPnec973tMkkwiUgLvWhgRBwJVLl+n3+3S62vFtuYixXYeszPBCp+XXlnmhZbi2lvLSBC1ggu0GLG9mfPnr3+T4+IhagRd2UPGCri25eflb1PmCqowxzTVkWVIaIAyLPC+0h7eSGKKGMsXwAooyb8ZdCyoo1e3lnuN6LWQ1m8244+xJnr98heVyxmw64W2PvpnzZ09jGAYf+sW/z8vXrvNr/+zXGQxGnD59Si+KsgzDsnA9h9l0gSoLfM8DBYGn4SwDRV2VWAbkaYzv+2SZ0hFFQqCqktnRhLouMD2Xtc11jiZjoq0OqtJp8YvZQoeNGvq7CRybsi6wLJ9uJ8R1rIZS56FQpKnm3Pf6fbY2N3n+8iX8ICROUgwhsCwTVSnKImcyOWJz6wS9xvtGK2qFpqqJ27RKQ2j7AGrtU76YL3A9g/H4WPuLCB3MYBgmslSYpkOnN2S0to6hFCY1lgGvuu/VfCtbsLNzHcsNmMcFdtDhxnSBbymMJ5/hgbsvICvBdDoDVbGczSmLjEFvqGEUy6YsS15++WWyrGiv21U3XFUVZgONeo6+19qEcFngWCY18vb96HtYDa/fbFJL3BoC32NrfY0sSRsfldt85v/U4xUtzI5lUFfaztG2mwJQK8zGJ1gqzTk0TbPFf8u80KqbqmjZEqvlXrfbpdfr6Tdm29BAC7KqWCyXpFlGVVU4DV4XRVFzwRjNjaa51FWlKWp+4DObzVoYxPHcdoQ0gCxJ24uwrmvKXMtqi0z//HI+Y3x8qGEF29Fm6dR0uh2Wy0Vrpl0UBUmc0u8PWiWdlEVb7A3DaA8SpRRhGLbY9Yq+pzHqFTVKB0qapk1dFwSBTstI06TtvvOiYLlM8F0by9S42mKx4Oknn+Y7zz5Ht99nsD6iG0V0uz0CT5vnmMJgbWuL0do6rysKjsfHHB4ccvPmTSbHesFYFAV5WbSY/D333stP/sRfbf1Q0rxgGEat3zPAcG3E9ulTHBwctMu/ipq19TU829eL0ubmdkKdqFE0Kdyu4yAElLUkLwu2TpzEtW3On7tAkqVkSczieJflwQ2yyS7LxYwojEAqglDzbguZYbk+VZZQGIK6Fswne5zsD0nzEgyjSQcR2JWNEAaOo50Cy7IgTRNcVxsHnb9wlgsXz2GZLmXznlcL4+3tLX7zX32YJMk42Nvl+s4O0+mSk2fOcOnyFS5dfpbQD7ANC8NxePn6dV51771855ln8Lwhsix561vexEsvvUSWLimbw09WJb1uxNbWBr/xG/8Sz/P50Ic+RLxY8vN/82f47d/6LTYGQz7wgQ/wyU98ki984fPaJMq2cZyS6XRGUhR0ux08z8H3PSqlqKSkKBSLRYxjuaRppotVjXZbAy3hL3N2b93g3nsfaBsc0Pf27Z8DyxI4rt3w8E1UrTg62uVwfxfbqKkbHn/U6yFLRZqW3HXPvXSiHlKBKgtd9NwOb3z0nbhPfo0XL72AYSitpqsVCIOrNw4ZDDc52D2ke+peHMcnVRB4IYOBhzAsLKGoapPA11YIaaqnTdOoCfzbrK4VRKkXdqsYLrPFlquqwjAtnU5u6Ci7WugJ2LRNbNfGr32iXoSsVVszftDjFS3MVSlbuEHHejdOWKYWWJSNIkoYmudZFAWq0rAHpjbZNg2DtLnwV3E7tm2T5yW27X6fyXtZli2Hsyhy6rzEdjzCMGipZwBhEGBaGrpQdU05HmuhSRgimg5WF0FwXY9VLJCOydLG30pVrZtUnmvWiO/7BEFAvFxSlIWGZOoax3EIQp80S7Vhvqk5o7LUjACghUT0ZttthTmrv1+d5nEcN0tCnSTRLo3yHN8PmkOsUf1VWtUkq5K1jTXe/d73cHRwzGw2Z75YcOula7yUZ5SFVh0aQm+jh8Mho/U1nRxsGKyfPMGZOy80B5DuGCopKTIN4WydONGMtzZeqGlx4/GUwaiP2UA+vu+zvb3N1voGOzs7elQ3wA99bFuLN6RUZHFMKSuiTgdRlVjN52TYppZ+RxpaEXVNJ4xI8pwsiYnMikSkXHnmW4zWN7EcH6uWLI+P2Nl5mcFwxMnTp+h3QtI8I+p0SYXgaG8Pp7+B47tkaYLdeO6maUahdAo7Ai3UaRg4pjC1IMPR13fY1bDVbDKlUiVqekwURaydWAfL4PVbWxRZzuZ6n594/N14nk9R5ES9Ljd2bjUhDncRxzGHh4dYZs1//fM/g6pKKlnhR/rn7QY/LmRJRsk/+ie/im3qhuO9P/IjTCaaV//mH3qUq1ev8tnPfBrHsnjHO97NIs2JsxQh9LR5dHysqXGGgWXa+L7fmmKpGgxhUuQFRZkzGPVZLuaAyXQ6ZnNDh9OqRqkomvQWIRqBRV1jCjBME9/z+drXXsAwYG044Ph4rO1Cs5zpdM5odIK777qPo8mCqswRWKRliee4ZEnFPfc8yNbaCa5fuUSexJRZCkJQCoOXXt7n6o1DHvupk2AY5Gmu00wsG8c1dNyXMKgqietqH+08dxvfkBylai3qaib1JElwXb3bWmX2GYaFEKYuyGKVP2ogDC2FtywT13YxDJvN9XVqWZOk2l/lBz1e0cKcJDmyorHNs9BWzAYGBrYlqIyqWVxI6ubvHN9B1aodlSujiQyta5xmoaCqCtsy9IlclcwTrSAs8owkXmIYgjCKCKOQIPCbJaDONwMoZYmsaLvqsrztCeE4jrYmtQ2mkyl1A30UZYlhiZb2BZrTqpTEsnQHXUrJZDbVhxGizTKURclSakxPwyCVXk4qLSDxfS2isSyzofTY1AhsxyTPy2ZUFUhZ4bo+TgNxuK5LnmnPXt93GgaJPrjKMsd1zfZmUUqweeIUm1snSdOMNI45Ojpif2+P6VQvXLMiJctzJpMJV69ebWlZvuc3uJzNyZMnueeee6iFgRd16K+tY7sucZoShB7zscbxDMMgvaW5vxtr6+0uIEkS7Vu8tkZeFIjaxHN8FrNlc40IfE8X3loYuKGrE63Lgl63hywKTF/fXIUqNSZoRvj2aXYLxUuHX2d4xwn662eQi0OOjgt2dpbcunmE61pUsiII+0yPY+zNEyjDQVUSaocojFo/XU2r0qNwmqZ6R2LpQ6coSoLARwm9YBNCf2dh4GGaehcQJzECQa/foyhzvNDT+cHUxNlSQ3GqZG1jwNHREffef1fbvTmOQ1UXGKaOzlotw+NYUwBHoxGL+ZxOp4OstHTfNE2wTSzPBcPg9Pmz/MJdH+Tai1epDQgiF8sx2L11A1nmrK+vU5aS+WJJLSWRF/Lg/Q8y2ljnwsULvPFNb2J76wTfeeZpfv/3f5+rV69R5wVvef0j7O8fMOyFlLJiHsfIlRCqWV4LwwDDRBiKQiZ8+ztPAbC7v6+XZ6omSVJMy+PkmXNEvS6VMLHTlOPJBMd0dNNmuVAJeqNt7uutIbOYg92b1EqRZzmeH/DGdz7O/Q8/wnwZI4sCL4ooixRqiRGFKGo8L2g0EF673FssFm0Elu06bXNVxLop29zcwDKsJvlHS+CLojGcUgolBaouGvtTE9sQ9Ho9pJRkWUAYdH5gbRT/b1jH/18PIUT9hS99uV3yyYbatuLirqhtlayoqXX0d1MYy7JsLEI12d9zXWQzzg8Gg3aDuspbWy3faqUoG0x7xeTQnF+zVQXaTce3or65rvt9hkorrFfDEtpVbQWJqOb5ZVlQ5JIiL3Dc1c1aIAywHd29B374fZ6sZVm204PuvLVPgWVZeJ6LXjCUlKXEdRwKqePdBRAvlhreaByrDMvUmWqep/0tlKRuDrPVZ7hYzPE9jdOvPnf9/lSTelG2/gm1lJSlXpxWtdJRP1I2iRCydS6zXQfHdfFcl1Lq8W7F77YsC1XL20pB26au9L+fZZk+uJqx0LKsdomqqWfaUVBPQjm+73N0dNQydQ4ODtrDfTDotdCWMHV35lg2RZZhGiamYSDzAsMQpMkMmdfYKEwj5cqV7zBc22A02qY2HIxoiGhei2EYTcK1VqaucP35fA7QfE8ab64aipX2La5aGuPqM/5e18QVi2f1/qwG09ehpVELX7mupoQiwGkoV6sFM9BMIWPCMMTzvIYjb1NTt1NWtoLyGrqmLMoWptM5hUvyPGexWBDHMQ888BpkKTENg8nRmDvvvBPLslgmWpQT+D7LxZwoDHVzYOn7SC/NJFlecnh4xFNPP8XBwSG9XpcwDNvPygs8Ll1+jn/3f/8eopL4lq4DluNgGBaYNj/11/4GfhgxXyxZLJYkccYi0dS60A/Jswzb1Jam3SikKHOMWmE310J3OGRtbUTUCcmylPPnz2sYoQnOHYyG1HVNp9Np3/+8YaSsJmjXdRGm0d6fRaGbgNFw2IqJVt/Zij21+m4tx25rmt4P6Xum2+1y5tRp6rpeKey/vz6+koX5c098mVXoo8ZpVVMYKm35aOqkbNEwKOzGR8NpCpCUmqqjGjaGaLBi27KwGwFHmmoceHNzk7Ismc1mLBYLut1+W+Q7nYiqapZ+hu48lZItPLDqBoF2Gad/v2xfXxCGgL7ZVOOJnGW5JvhDYwNakeUN31mYgNnS/VaqwrW1NT06pTFFkeP73u2ilGUsl0uoBbUQDEYj8iwjXi6xbFtT0ywL0zJ1dBHaqUgrbKv29fm+z2w2xXOdFvusa/153k4h16PmaplYV0o7ZK6ctKoKz9XOfEWRU5aypfatEp2BZlFyu3ikWdwufctctoq51eFgWVb7ua8OvdWfV69rVaia66hR5AUtc2Z9fYTneRquapK+V9t2y7RQSi9YMQyWixTXshF1jmUqhHCpah3NZNlmOylZTUL3996wK5HA6qDXcMvtg0rKilVc/Yqxs/quV5/JqpCtDibTNJnP5/i+3xbMVaeZZVk7Ma0ahdVrWC1nV7/bNE3mywUbGxstNe32d93QPZXSGXdStqrS1YEIsLG5gZS6kMfLJUbjky5lhbkSYTTvodPpMB6P8X0tBut1u+R5wbzh+t+6dYv5fM5gMCCOY/b29jk6OuQj//7fc2p7mx9+17t54onPc3h4xHy25MSpk4zW13nPe3+U3f0DFotlYzAPJ7e3efTRR/nsZz7Lpe9exvUc3v/+91Mryde+/jXuuOM0m5ub7Oy8zM6NHc6ePcvBwQFSFqytrdPr9bUnihDMFnN6vR6maXHz5g2tFtzebu6FEtdxiTpR8/1of/cVYeGhBx/E831efvllqqri9OnTjVPmbd5zTcXu7h55VuAHPutr6xRFwe7eHu99zw//5SzMv/5//lZTMETLB16Z8zieg+96bfe6YlgYpkESJxrDUjqgU0pJGIX0ez2CICQIA4RSzGbThl9sMBj0ybK8wbqMtoP43pu60+m0N7xS8vsw2xVbYnVDeJ6ns76aQ8QwdDZfkedEQdB29WmaYjQ352w2xbad5r3YzOdzZrMZQoj2Rrznnnuo65rJ5Ji6VgSBTylLDGHgOg6+55NmOUdHx5TNTRiGAY5l4Qd+44erP0/TMKlV1ZjeqLZIRlHEeDxulmaifW/6gtJGxVVVIWuJbFy0TDFzFgUAACAASURBVMNol6mrsbSuVteOwLDMZqmhs9Msy8RxbIbDYVtURbPJl1XJYrEgWeYgNDd31UU31waObWOaoj1cQU8VeZ7T7XbbvYGmJd1m1OhuO2UwGOjEmcbfQFYSw9SObXVDb6oFFHlOLZUOZa1q0rxA1TWWrc13Op1OO2kA38fkWe0HVgkhq6lidc26zQhcFEXLngmCoBE7yfZzXE0IjuO07ylJkva6XEFpq6K8UnmWZdl+ZqsJctWRF0XRCnY09KXtY1Vdk2Wp5spXFUpVzcHvtFPV6vBAiPZ5ju20h4xhmpSygXA8v8GKPZaLBaIp/lGng9u8jxU7J47jdoKdTCYIYZBnOb1OxOlTJ/VrtSxmizmy1t9NVSoc16WmYXFVt8VMOjg11456QuD4PnWtUEAcazhoPl3Q63UoioKjo6N2mtZMqTllVTIaDSnLkkFf6wWiTqd1WSxzzckWpsHx8RH7+/vIUjdkDz74IEmaM51qgdra2hoA+/v77O3tsVgs8AOX0WhEFOnUmiAImEwm7O0e8J7/Lwqz0NHO3wD+n/beNFbXLDsPetYe3uGbznCHGm4Nt7o7g0FJO+Vut4PjODIQJUSKxA/j/DA4kZBQAIEMCjYGKT8iUPIrBAEBJBNEItwmDopbQiQBmThylOohPdntbg/d1V3zrXvPved84zvtvfmx1trve6qrqttxUvde6WypVOd+99xz3mHvNTzrWc96LaX0p4noNoBPAjgF8E8B/NsppYGICgD/G4DvA3APwI+llF55N8P8l//Kf8PeB8QYraR4QwwwdmzWqOsaoe9ZRQtA07YZktDUXAWNlHpXVxViipmuY61FGAbM5nMYIvQD45LeOQRNO6xFPWO8KQ193qCnp6c4Pj7Gt771rZzynN64Dm8s69ZKBFTUFSwIu+0WKfEYpPV6jYN0Cx4fH8N7Nsivv87jq1hDw+WI69atWxy1iKHVad9D16MqK7zxxpv40pe+DDIWRVXCOYtnbt3Cs889CyChLJmhEIYgYikJKXInWAJnI4v5kjmbErVlClA/SKTAkE1EyIW8Kbykjsi5go2/CNgrLGQ9d1tR4gnNfT9WoVm0p5Podix+ZtqgNPLMZjMQIna7XTbM+r6rqsJsNkMvDJqU2KmnxEbm0LAztTIKyQnjp6oqziTECfQxwBnC+YNztIcW1nmUZYU+sINBRIZh1IGp0T09Pc0RrkbCyrDRCJglNylndAqTjQbCZBaQfp8+j2EYcmam8IhqkitUotow+/1eBoLGbPicc6jrKkfP+v1qeDUKVwhRg5QQQh4mqtTP2WyWr2svuixVXfNwButAiR2WdrYOw4AInh+oUFXfc5NN27bZueh+sIZbx401cN5js+Xu31k9AwK3spNh5x+GgKY5YCbCXSGMGQdPIPcYwoCyKDNjSx1j17XSLs+B2WazQYgRvfy9ZtBEhCEEVpkD8v48tOz8nGHhta7rUM24EGxlIokGJWo7mj0XI2d1nTO6/X4PAPjeP/Txfy6G+SfF2K7EMP88gF9IKf1tIvrrAL6YUvqfiOjPA/gDKaV/n4h+DMC/mVL6M+9mmH/uk38HAG9+AvJBCyFiiCGPdml2e7C8ImVoAAIhJBFNiSnmB1hKC7ExhKIoUVUlz4eTA1mWJepZkTfMtJNnPp9zqieQyqg1TFJE42j46WefBsWE9XrNanOnJxxpCY557+5drDcbhJDyzzg+PsbZ2T08OL9AUbCqm6aNtWw03cjGWhjvcevW01guFogx4s0338RXf/2rAAhVyUa5kCjiueeexUc+8mGEMKAqvHBbOSJCZF1eNcxlWeLB/XNWlZN28RhZfjIEEfxOEaCEICmwdoRp+krGYD5f4ujoKEdtTHEM+VmSjODZ7baIMWRHq3hrjMhZkhq17ETlmprmkLFkxWw5OmZ9aJ0gwZhvwtHRSvaC47Z77/k5hIBWHMK1k1OpCRCado/z+w+w2x1QV3N0fQPr+X2Vvsj3pjizsmwUXtKIdD6f52g6SsOURmYKSUwNYt93MnGdI8z5fJ5rGFPOvnPuEqtInVNOlcUhTOEgxeIXi3kuTmrGOZUY6Lo+y+BykbnONYC2beW5yQxCQj4bzjKXPBJQz2bCB+YhpmS44NnHgPlsjqG/jGPr82S47gBvHUflYEem9FXda5pNWa/Kj+ywCgmokGSWFdix1ZI1qEHtuiY7q9msFljs8G1Zj+45DT40m9F6AMASEsYYxCFkaEtF0TTjz3rv4oxLX+U5kIvFPO+dlBK+51/6g787w0xEzwD4GwD+KwD/iRjmuwCeSClFIvoBAH8xpfQniejvydefJiIL4K2U0o13M8x/6+d+AbvdDuuLCxyfHGM2m0u65jAMwHqzxfmD+5jPFyi8Rz8M0v45ZP7uEEJOs8MwYJDNrZg1R3bavu1QFDy+yhhIJBHyAVitVjg5ORHuMOtC8GEAvPOsLFcWCCHi+OQI87rGQVK1bhjQ9T2QElN5BO/TFvAYE/b7HWICZvMZqrJCJ3hU0zSX8EfnHI9rjwlIEaujFZrDAQ/Oz3kigrGc6htiKKBkjvTzzz+LF164LdM+eHMaIqQY0A/c5q0bllvde6gamHIy+XcmpERwBWcb3vFAUI3siAjGWqxWx5lnrYeNiLUZAJ771nUddw1aIxGNy9BN1w2X2o0Vn1Mjr4YmJdZ6VihDjUwIPYqiymk9v2PWLpkvar6KlHgqteCn9+7dw+npKUrPPO+zu3fQ9x3W6x1rCFswXTPxzEPlx49QT8zGQ3+nZj0AoJrhGr3q3zP0FnNkq8Znilmr8Z5G0KrFMlI06RIPVrn3CnNMDYkOYwVwKSNRAzQMHGGqVovCaWo8Z1WNtmkQkdD2PZx3uH7KdQ1LBkOKgCF0LWee2QDO5yBDWF+ss4az7mvlCh8fH8OQQd+2LOFbsnNer9ccfcYIY60MZWCIrSxrGAKGoc/w1Xq7zdi+tYQwBBSSVTA8w8+TewJK2VMmG1916oqxE7EmDYD8c9u2RSEi+PrvGjHuvhyfp75DHedGRIhhLK4bQ2i7Bov5HNZa3L79e97TMH+3dLm/CuAvADiSzXANwIOkKuHAawBuyde3ALwqhysQ0TkRnaaU7r/zh37ms1/Im/qNt+6Kliu/wO12h+12m1uR69kMi8Uip1MJQOo6QHAzLxvPiEEaJoUJFezZHxJSWnNBr/A5AuMuqg59f1/0HQpUlc945jSNX4IxxzdefwMpRFhrUNczkLUoi0oYFSlXwJlnLJKCiV8Sj6UZsN/tMISAt956K2Pb+ru4AMlTkl977Q3UVYVZVfMBtTzdN8Qes/kMF5s1qqrA2dkMzz37DIt8i7NKMYKIC6Z9n/Lmmi8WWC4UX2YxdTU8bBRZfRcA+o6bVNggmwk26nNEp5HibrdDJ01BnejOTotl2r6u/Ou+73KkZK1FXZeT6I7yAex7ngV5fn6O+XwuUfk8t6DrdPWUghQsGyBGzkwAHLoOXdviaLWSDCJifXGGzXYLVWCznqc6l96DUCBF7tS8uLi4lOJPlx58hQQ0ktbIToMEfe5qcFmsymdoQCNuIsJut0PTNFjUM8QhoGsaRClOl2UJA556EoFc1Kvr+tKz5r23zU5kqpcxRoKEt9++i9VqldlHarg5suQWbLIGzjs47/Hg4hxhGFBYjxgDK7h1HfbbDWIIuH7jBlIMnCkqx5xYq7o57GGNRVl4bC7O4XwB61yezNN1PZwv4GRohrMWzeGAqp6h74css2BhsdswXOWtE+opTyO31qCa1ejajvFo6zP+fhCVO5KCsGanCglpf4A6Tq0vFSXXYvT9AEBVVhj6HrvNliEYyxH80XI1yfx5OopzHjyaLaGu58JY+V2OliKiPwXgTkrpi0T0x6Z/9Z3+7Xf6vn/8K/8QhgjWOjz37G08d/sFxplTQgDgnIe1HgdpVLh/dpYLJURsTLznIZFte2BjkiMOgzDIcFE59BDslX86MR/a8FgZJ+nfoWkwhICL9QbeOaw3byEMAYvVXLC0BsY4WAuh4CUYc87DL4cEIME7j5gCjFF1NYvdZoPDYS+aGhz1LpesUIdIGNoBTdsgJTb2EQYAC5HXVYmm7dC1PayxGIY9GzML9B1rJrS7BnVZY31xgaOjZR6qGaOMg7IWZnA8pqgLSKnnIl+M4PnQvKZpt8JEXc/6ykQEmziat84ybp0CDoc+H/RhGGDJwCr2XxQ5qggh4NB26PsB1hoUYpgAiFFm46Jqal3bwRpuNz4/v0DXd5jPahTeIYYBbQwiwH4sht1kTmrXc9Ft6LmWoFFSjCmnm5vNJhfQtHuuKEs4W2DoOeLqe+akF4WDtR7WQiKkkDOQXGCTw65pMoAcVc/nc9R1je2WqY1ZXbBi/QuNuDSiLMsSPYdbsM6jHw7wRYFGpoMACUVZwheFwDop46xFUaBtG3jnBHtnhcW262CIoQYucBZ44oknssiX1mk0CIkpTabYJFgyOHQNwhDgSobg1FgZCQQOTYP2/CIPczDWoSpZTyL0A2Lk4vMBY7SvxVArTCpl7ejzYRye255DGBAJKOuSi+LWojkIhDSwfOr5g3MQCEXJQZxmYfw+e4TADm69XmdjrIVTdbKahR0O+2xDtF8CRNjvthyRE2CdQy9Y+Xa3lX6CQoS7GNue1TV+5Vf+Mf7JSy99G0TyrkbzO0EZRPRfA/hxAAOAGsASwN8F8McBPPldQBlvppRuvsvPTf/hT/6XSHGUBvSWMnYcE2WNB06RWh6LLodot9tkjQKN9KZULxWMd9bnFC+lxIR74hRf00lgNGAEcGMD2RyBqS6Cdy5H2VVVZtoe6zrv8tdAknmC5hJOrRQcvn92PF3H8EfoBzgRkwEihgjmATueBhGGIU+mTimhmpUoCgdDFkPP0dnxyQof/vBtPHf7GZRVkSeyICZYZ9F3PQY9dIp5GgNDlNtvR0gjIkaF7yhj0HoInXdIuT01wblR9ayua5RlBSsQAhnklnIVkwphQN/yxq+lMMJ7njJMVRQjPKDQgXMOVr5ero4FTz3kFHLKnhj6Nv/7nFrGcaoxgCzjqoexruc5+le8W/FHNcCK2bIEpMmR7Iidx/yMFWZQ/rD+XyNY732GJtRAKOwxZSNpxqCUyJQSqroGyVgvNnpRvrfL0Id3Dq2qIsq7NdJZe/0GH0vFtIkosxGapuFp7FmbhfK9xRhxkGKf8y6/L82glDLnnMdiuZJMwqBpeAyayuWqvEBKI4ddcXoAGTfPLKCUsgbOZrPJbClg7HzlczbkTFzfBTAGbVNcfqqPo4JgypvPSpOyFyC62moDnLMo6zozu/R96RkhIoQ+5sj8+PhYhr0y7PT7ft/3/LNDGSmlnwHwM2JMfxjAf5pS+nEp/v0ogJ8H8BMAflH+yafkz5+Wv/+l9/rZU1ZAjBE96SwsnnCtRlNfihY1ur6XwlWSgZZJsD2dSRbhHPesE41GyDoWJOk6FolRz6z/XmcEOmtRlLWkgI30+RP6fqxqbzbrSzzWaevz4XDAYb+Dk2uK8j0hMnZLgKTcfO1IhJASEHjSLxFAxiIOgWeXETGmB3BxUYSZjo9X7KU3O+wPe2y3GybJNy2LLkWZpGKYOucqi2GyWfXe+RpGzC1vXnDTjBUDxcXTgqUfU4IOlDTGIoTxAOimTQmoatbrnc+RqUqq6Vw45qUrLqvP0zknuLTNuKceOIWHlIGz3+8RwoCmOWRmiDIRymKecWntutJ7Xy6XeCDqdfq7z84eoKpSZoWoESTBp3VwgUZxRCkbJb0P/RpANja6Z/S5agFIi0DqrKacdv07LSitVitcXFzAe58pd0MY4EhU2xKyw9N6xbRxJ9cB5PlE9bpEPO0HrC/jywIF8WRqaprc2aqRZL7fyMZ2v90yla0ogYSsIbNaLuGluYKNpsA3bmw6YjjM5f9PnaZerz4HrWVoNjEtvCq2DVzmuGvtSLFtLfQdDodcbFXHp9+j+0zhDzXMep2agUwLk7n5B8jXpfcdiA3xTJQlvaj4aRT/Xut305L90wA+SUR/CcAXAPysfP6zAP4mEf0WgDMA38bIyCup0eVokqzhzwxAicB96MhpMusUC5NBmlGmVWZ+mczeACCRd0Toe0QkeLJ5E6hX1kIHABwdHeXN4VzJBUIDNM2e2R1FgbZp0fadTNgNGYopPauPOUvwljD03PlnLLHhlQKgIcNjrhJ7YEM2FzaACGctTk4YL91sN2iahidAeI+6LuCsw2K5gPMOq+WSMU2J7IfBiHYHeCKvAUIMCD1vNL33JNlBjMzxNVLMY7nHlNO2GJFpRGrs1IixMw24uFhLA4sOCeCxVNvtDkOIOZo47BuEOGQGgvceQzdGgLqxFe/TeZBN0wkTg6EdEt7zbMYdeEpZS0JTUuMOsI42MAolMW66z2yclSih8TSbmKMezcqKsuTibtsyb12GrTrnGAIbepRVjdl8IcwGB1+wUei6PhtY5xxPghGDrAec6xmVdINFhNByobuoRPBpn/eqRrXacLNcLi9N7kmANLWkbCjY2HGxa9p5mBJrvDjnMJefp8qE02AIAMhQvgeFOUIISIGbsRYLLmQNPTskNVx1XSOJQuMoWdsjuDHL1YhVjZlGm9oUplxvZol0SEnYHE0rBX3DSpNinPU8awCnAYAGA1rfmM1meZ9NC3UAclY2zZCmUbBmWJrZkB2LwNN/p87H0Jj15XpM4TGz8/c1rr8jw5xS+mUAvyxfvwzgE+/yPS2Af+u7+XmVZ4ZDREKkhBQJRmADqyPSZRwOkGCtkyIa8ch3kmgtAiaCh5VKhJJZCYZlDoEEnj48KQrKy9PNpNxNL80NQMJiMUdZejz11BOY1zPcu3cPD+7fR4xji3hRFHDeZDW1siyx326Z+dANIMOTGx5cbASDJSSrXEeHlCKMcI6Pj45w7fQEZeExn5WAITz99NM4Wh2h7Vo0B06Jzu7f50iICIv5DEgJRMBuu8PF+QWcMyNjQjZ3SkAkQjKWDS8FDKoDbQyM83BkYOxYUS6FlhdCzBmJjm5PSKhmNQpfoG07vP32XRhjsDo6YqPa7jN+CQAJIR9APdyatRSTSGJaJJt2zlkbxUjzeJ4pG8L7AtZSfqfGGJGPNHBg/JO1DwqsjirGaYkFdnxR8viiwI4xCLXuIIUhhSv02vUaAYjD4EJo1/eoxBhbGxHSSIdcLpf5WjUCK8o6R05lWfJYpqpCK8wG1b9wvgCZgKqagTVYHIbATAVj2JhYGuldCumwk7kMB027E4d+wGG3zz0ExloZrSZsjgQcHR0zTq8sKI30CCirCknS+9Jxm7cvCyyXK3Rdz/ULKWYqhVGfob73KSVQGRLWcv2FGTg6OYTV6vj9uxxErdfxUqONQhTz+TzTABUq0mEWOqdRnZBG78p3freMZcq00ehegwoNIpTDvt1us7Pp2iHXuNTht333u8eY/0UtIkr/+U/9JW7p7VmucQgcwdV1jcJKx1+ISEgccQb2/iCIgU2XoiG9WWMMUhyAxNGsFjC02ACwwR+GAWXFPMOhH2SWGVAUPIK8qjxWyyWKgptDrDHo+h7ffPllmdvnRZWqwmxW49lnb+XCCYSio1og+/0Br73+Ot6+cxdd3+PQtlxAE8NoyMj8uFM4b2EMcLRa4vqNG1gseEBp0zaAkUYOstist3hw/z76rgMRiy+dX5zj+vXrqGd17jg01sI5jsyNM7DGyjMSNT8w7c6qdq7l76HEWPyhabLD0cUb1KKsKty7dw+vfOsVFAWrwNX1XA4IMseXnZgHKGXMVPVLirLErK4xhIC+6xFTRIqJNVAmRlDfM4BLkd3YRNGLE2GutmLXWlhTuEqLcE3TSBOGz11pehhjBIahy0ZBD7/CEuospngxMDakhBAQhh7OeaQUUVVc2PR+lAolwz9bNRjUOb366qvZoKtDmOpiZMwVzE8nIlDSzsgmG1GdIqLXqmelEGkDjUY1ItRnzWm6h7GG6yITKCRfU4wofIGmazNcYq3FtWvXcjSrDSbWWhFt4gBk2hwzhSjViCqcwT0Hlew3hgX5Pdms9xET7x9uEinR9x2ats31kjhx/mr4NfLVZ6xYtt67Qnqa3Yw8+VHSQCPjQdv7ZX8pnKWG3xmRcpDnf3R0hK7n4RQvvPDhf3aM+V/kevaZp7Fv9qyXvOYxMkMIWMxnsJawXm+4VRbE1C2BBfRgKFtP2RgQfkGMEYZjbq4sx8taEZyWcDU1JRYHUu+nAL5zBk3TwfkG88UCxnDDwquvvoKm5TFOIAPnS/jCw1iLi0mVd98csN3vUM1mOL12DfPFkilRMg/txBC6YeDiTNvgxrUbuHXraYB4rI0vPI5OjmG9x2a344hAMUziDqlr104xqyu8/fYdDH0PUOJW5/1BinrsxFwhqZ4Wsxwr+YUJzqVQBABJfR0qoappp51GDgBPganrGm+9dQfb7TYfJmt5IzIGPGL3ANC2bMyNHY2AGom1jgszBAsLX3kUjuUmGUcOOYrhd54uFXuN8L5jnKThEiVPub+KverP63ue+qIGitUEBwRRkdNqvR5cNQhqKI0xzDI4HLJxMYZT7Er2gl6z0j/5ec7RCCdbO9TUQIWJQdPP1TlMi1UJAdZyl+AgzSpTYXrgsv6ILjWI03uZcqiVophIHLDcg8JNUeCvlBKsdzy09bCHdR7GepBcw0IKYyEEcbKdsJhMfmdTZ6PMEBbZ2qCu61xLUDgnBO5z0CYe49jJkzhiani6CYhQVpUU1V1ub9c9rFizFisVFlPWF4B8bVPHrPtcs7lBGqfeiYsr397nLI852WdnZ3nvvt96qIb5R37kj0r0C7z66mu4c+dttF2PoixQ+AIPHtzHq6+9wRMTlK5CHOkxU4B/jnYFKl7N3EuLJJuH03x9aISQIrphELxVFOiEywoAISWknpkXu+0Bhh7AOoe7d+5iuz1I1x4QSSMMPniHQ4P9/oD1+gIhRRwdH2G93+EmgMI73HzyJl588UXuRCyEIL9eY7/b41gia1Wh22x3ePPNt3D37l30w4Dlaolr16+jrHg4qveAI5IJ2W0eE59iwna/y1hiAqfrMXErtaa7BOTxXGM67gQ/Kzn6cA5lWWAYAvb7A8qyyoeCoYu3c+SrcwhVeW2xWODk5ATGIEewm81GUsACKUJgHII1DrAE72WaORG2ux06x7Q5653g8tzm66yD9w5tw00zutFHhkQh2O2QjbMaZedcZp3o13roGd9sMkwCxEtGsmmajPWqEVOGwdR4a+FScX1lXii3WbHmRiQmlT633+9xOBwuMRb0WrVNW1NxHi11uQsQ0Iic35E2aBhrZWBqQFF4JMHppYDD58I71M6iHwYYoaU57+Gtu3QNFxc8sPf0+ARFVcILx7cfBnhX5MxVYSnFVoehR9c1PKVo0p2n2K9OGdIaz2w2y45KJw/dv38/P//MDScIROVyAbWWKd1aFNVno6yWaTFPM4n5fJ6VAvWM8HVVsNZJ52WHqprBGIU1PMJEMRFAbixTpUFn/CQYlEhcztn7rYdqmI9OVwjS8vm8exZPPPkEnHfMN+4Dzs8vYAzhtdfeQNM2sMbDeoe+57E0UQxvIuKUh4Dtbs/dRmCOLogEM0tieGREFHo4Ylw6Cve4bxtkzpxABdYaHPZ73Lt3DzGMqmFGNBe22x1iXEuUbWGFO+zLAtY4zOYJZw/uoygKPFE9gWJWiZqVFZrdFsvVkkX+rcV8ybBFiAnGWNx58w7u3T3D+fkGZ3fvY7FaYLfZ4iMf/jD8bAZr2bAS2CgO0qkYhgF9GJXEIA0jU6qctYzRZ0wtCnc5RoQhYvCjohqATIMChHEg6WHfDVguVvDOyy+K6LoG3cAQSy3jlxaLBbq2xXwmhuiww367RS+RSCssAtVWPuxbpDhKgy6XS75XIgxDFCcx3pOmqUT8H0c6jMUO0k7LHNMKgAEhop3QqQhA2zYwBuKISoTIB0nTWjXI0y4wJjdIVCcDEKx3cDRGtxrdT7snYwS4GYnhj/l8BmsdQuDnejiwBveUkqeH3HuLrg0IMaIqa/TUSnrOTpFkJJK1TpqNmMPfDz2c4Zb2YQhIUbFylxUJiXioQds02A2sZaPwiTqcQ3MAWQvnC+z2OxRFlXnpWjBrmwbO28zGKYpCnOpYrFc2hTEWXTfAmDG7ubi4kMiWHRazaFhqYbVa4dAcmBlBPLJq6FhPpy65MHft+g2EyDDLfr9HUVQIkaG7EBPKqs6+KQG4duM6dtsdTk5PpNZU5HdmnYEvZvy8BSIjsP2YQkJIlDNODkhYmrgsCtblkMhb4bX3Wg/VMLd9y9ESgPlijqqucpqAwqOsPFarj+Ppp1/DdruTVkmDs7MzxBjRdT02mzWefe5ZPP/c8/ja134Tv/aVryDBoB16cLMHi5+TkS63EIQrncA+gav9IIIhTtnCMCBikNRYRL4Nwym8j9nwt12L/b7PUYJlBjpDCImwww5t2+Jis8FsPsfde2cwBLz51puY1TPxqg4QmMYW7DiAhCcWT+Hu3XvY7RsY8qBkEQLQdwPWFxfYSKPCkAaEGHD/wQNcrNcIUWhZYKiG5FDHwDzklACrbz2N0aBGDmrYUoo58lPvrvh527ZomxadRHzXr1/nUU1IAAn+agzevvMWvC9wQ6RMy6KAEUjFeY8jfwxrNnKYC2k24ajz/v37IGNzk0iMEc1BpopXFZy1qHQenlz3ZrPJmKAW27SzMSU2gswH1gJe4AKzPAOFQDTyJcut79xswM64lIGoKYFHKnUdBonGAU5/Seoj7TDqLgDI19UIZu+LCpvNBk4gG+8LoQoOmM3mYvxDhmNUZKfrOiQEUGK20mF/QIwjlx8YoSmiLjsTIsqMBO89vBs1SWKMSEFahxUOJIvCkzw7LpbvdjuUZYV7Z/dxNEQYy4EKG+OQf37TNEDiKdON6HxMi3yaSYzFYB2kPOS90ej0tgAAH2NJREFUxvADoSg4cj49PcVux2dqu90yq6Zt81Dn3BQirJvD4YDZfIn1eoOmaeF9zE5Ro9eYRBZARIjmi3mG/XQAQtu2PM1FOmiZGeQuZVz67hUTZ4POAY1KEs+EyTFItv5+6+GOlgrCCxYxG/XGznHzAiji6HiFevYRhBhR+JJ5yC03Zex23DV2dMQTmL/5ja/jeDVjiMPNURYVp3PW4c6dt7DfC2XMWiQ3qp2BgCFEWMv97K4o2JhDXqQxCCFBReSTcEaRRv6qdj4RJdb8hShuHYinFVc7XJyvsZzPEAOnVNevX2cJy8KjcjU2ux2++c2v4Pj4GC9/45u4d/dMmlIiSsPUpyFEtN2A++cPcP3mNXjDtLoH5+domhb9ENB1rRRNRyMjaUCOuKwxMDQOhZxGgvwfd5dpQUxxYsX81ps19ttdxu+stfCFzXCBFsYOUjRs2xaRuAgSEJFCRO0L1DVHiQCyw71xgzVrmwNrNccQmROLhBgGdIcDWiS0rZvgqcjyos450dxeXWISqNHWP4dwWdhHGytGLDdJIRgIUKiEsy/vPVIUFhCQYSjG8C0OTQOEy8JF2oKtGK+2eU9bgxVWqesa8/kch8MuN5zsdruxwBR7kExrBpAnb0yxS8Vr9XerEwa0qaTIkbB+fwghR7Ea1evz4Z9ViGzsA8xmswzX6HPM51ccUi6GY9R91sLser1GURRYrVbYbDYskWtMhiXW6zWOj4/y9WqmqRmEZggKD6mh1Ozlzp07WB11mQWimZVK9g7DgN1+c4kap05Tn7Ni3TxO7HCJi65UQDWyVVVhvzvkZ6q4uT4PxeinjVDvtR6qYeZUkwsCwzBkXKnve4TIBjMRT0YobCFpHkuCGiKcnLJBHkRg5cO/5zauXWevujo6xtHxkQiBR7z66it4+eVv5ghrdxDyPZHIVo4aEClGWFUlE6NGxOI2SMDQDyIpyt8fE9C3HTMZDEuKou04bbQO1hUINqI3AQ/aC1S1g/UeX/61r8AYg5s3b+Latev42m98DZv1BilFdG2PWTWDsRZl1sgg5gmXCev1lqdZX2MN2b7rYK3DfL5AVdZCp+LrTzHmAmlMkronxeZH4z1CAXTpHSnlbZpKHx0dwVuH5XIpB4Zy0eQSzicc3vV6jQuRc1yuljBkQDLJW3m3yiHm2YxzpDDkQpMRh8owDKeXlQwR0OtVQwGMTQKqSaHNFppy8iEFFEfu+yDZi0Ih470rRUoFbUZWgUddzxCC0qiY3VH4En03sBoZkcAK/CxsYtomiGGEqSC+OoSiKLDdbsUZjtoXGu1l6EaKbHpdem2aQSiuPnVe78TIdUDEtAFm3At0SV+FYZJR41mfz2q1AhHlItpIcTSIWpyTa9BuPRVNUmPXyVzJ3W4L52x+7jxsgrsKm6bN9DVV74txbJTS56ROQtkTCiMxc4eflRYlY2LnOK2VKMSiOLQWTnmf9BPBLH/J6XOD2vjcp0XiKRQ25dq/13qodLlvfPNl/RoxIL88ay1ACTEoVWhMf/glEIyjPM7GgCPAECNrTjRNTpf156sATkLCZr3FZr0GJaa/GWMQBi7kHJoDrLE4dB2LkQzM9SUBotqu5YYRGjf0yLtNY3FNBjOyuJLDILQdIgAmoipLnF9coG3aS+RzxcOcdajrmXhb5HTLeo/5fIaTkyWeefoJPPP0k3j9lVdw794ZQkCeAag8Y2WppJiE482sixAmjAYB2lJKAhFU0qFUYrPeYLPdMBYpTuvk9ATOMn/z1q1bODpeYRj6PJbIe88i7Rgr1H3XYb1eo+k6lN7z2KM4SnbqwVHq1fXr1xGGDm3boSyLXPxKABbzBcgQVMoVQIYt9vs9ttsdSlHcM8ZcMkRadVdjo85Go9FL9CgzdqYhjvxrPcDKdtCfpQ5CcUlgMs+SKEMNI2REmWqnI5emlX+mGfJ52W63lyhfQ+jgjM8w03p9nu9L97wVPJebSezkGjkz1FRbjcd0L/N9DNmZ8bVzt9t6vcYbb7wB7z1e+NCHcHp6mqNjvUc2TKz8aIwRTQ2VHOBgJyWWdeV9z/ANF0m7kes+cRiKs+v1aHQ90iUv472s1VJd4iGPzT0MD4HG4QAKwyhlb7lcYhh4qjXk97ddK1NwosAdO6xWq3EfSM1DnZc+kylUqHvke77nX8YjSZfTxZuIJE0cH16gIOlZk71ONoJBogJrR1qYMTDkkAxlNgD7HW7Hvn7jOpxzuH69VzgU/cAqVpzW7LDf7bNOwG7Ho5x4jhd7/s1GOpSSRVT1tDQeRPWI1joQWN0sJi6udE2DmBK60GJn2TA5q1OlI5AGdF2PoQ8wZKWRAyNFKiVEAG3boW0Ye0VMWC4WMGQgKqFICZeoTfwfG2nFcIchXHr++n9tLQe4E/J8fo74eswjoJbHx3kOHxmgrissl6w8p5MqwiUHMGoZHK1WKJtWWDKEaEw+aFMslohEQTCgrEqUdc1MHGu49TgOsGRx9+693IzADA9gNptzs0fXQaPNqV7FO1uflTKmzlsPkXM8tUIZEIfDPqfl+d/hcpQ55VZTYpqidontdrtLlD2FDDRlVjaGMQar1So3LQwD/5tp1AaMXOYgfHkV69HokDFXCx3VNnUG/PtHmEWbctSgauTOzBYuUrHI0NhY8dxzz+XfozixskaqqpL9Rxn68zIBRZ/xVCNE96h2YVoZkjGVOlUsfApLTKl2U3aKRvzTVm117Hq9s9kMm80mG2ZrbdbpmL4TJCPFQh664V2R9VII3Dik2QNz10doULFv7apk3nydne/7rYdqmHWT8B8SWNcC+eVNv0c9nn7trAVxVQJD6kFkZVMKpzli9IrQbqti9LQFRzHUszGoZwX8rMDyeMVTstsOzaHFdruT6QyMYX7rWy1idKz01XaSPsowU5uQAosdlUWBm09cx62nn0Tfd9ist3j1tTew3u5AYNxUswDNbLjxQI0xyxnyPQUATHtCNOhliGbfM8Z18+ZN1qrWlC5x5MxlHNYO4efGfO62bVmQyNjMQtHnZI3FbD7Lgk3zeQ3nDF577TVY53D7+ecxXyyw3W6x3+94usqkvfbk5ESoUdK1pdBISlzdlw6pMMjMQBoHlGqko4exKGcsWNSNojR8AIHNZo3m0EB1NRYyTGBqxLQyrv+9M+XV36fp7zuNrIoBqZFQQ5G7wiqZsSgOSFXiUkw5+lbDp8ZOsV6lbqmxnzaQXFxc5Ous6zJDBcaYPK2DhEED8H5Xg6O/l5+VvdQYoc9HnWBZlhnnVgM2FYrX86fGXQufSocEjSwVPa/qnDWCRRq1qPW9KgxQFF72CrN3uPOOi2uqWzN1qmqANQvRd6OOVYMCDeKU/aFBg2L5+n3OOdSzMmPbiqOrk9zv97mlWp+z2p+RWRPzEAPmqM9y558q72VHT6OI1hQufLf1UA2zRit6s8kkUIiZWaAPPEqXX0yiNWFJ0uCBx9gjIcQewxAlRiL0kqpPH+JUxCYm6fpzOpwzcDOLJRTGoy4LzBY1rt04ycXJu/fOYCyhrmcoixL73Q4XF2ts93t0bccKam0DazhVPDo6wodeuA1CwtnZGdYX5zJ30FwSuNG0WIsJ3nvGpjOjIiBo9yIIfUo47A3rHnuPuvRIgif3crgXEYhxFPRMibvEuq5DWTGOZshk7FmfkU4U0Si7qkvM5jMslgsW0zlagbUfQm59njpRY1SKFfAeOZ3r+56zk1SAnJXCWJQoh43FbrdF17XQqTNVUeYCYtd12O+EligRiv5sLUgqLME6Ew2WS55qfX5+nvHvKQuh6VouBENkLYXPDfA4I+c8vAjJr9cbicy1E3CAlXbnAEIrGUrhPUuxprGTbNpmrsUy1eXQSF2bXlSTXCEO/f65iKsDbMAGmfLjRKaAOwzTpQOf0sjJBUZBIHUu7zSmakDVuEeJEtu2k4yE99K0I69pmxytq3NQvnqKMTtMdY7qGFTFreuaHElrcIVLqoWjyNG0QUgdhxphFf7XM6URaVmNqm8AMgylhnQ2r7KDPD8/z8ZfWR7TSJwpjfPLBtqkvPf15y6Xy0uzITUKn8JZj3TEHIaIELkIwkwMaRAZRrlDa3lSNtO9kKdlpxTRI6AbOpa+VAik8IKdJZiiYE0I2VD6e5hCxtqtIXIbMESspZQojpQyZAyzBhJw48Z1zGYiSN6PiltNy8T53W4nw2EDfOFx88mbsM7AGsLpyQluP38b64sNqB+wXBxhs15nB8ICTTF3RvEVQASFiPUuLA84RUowKaHbN7hYb+Gucbt4GoL8O3ZiU40BLVLyMx2NqRanrLFwXjcQJJJO6EWH+dq1U96oYrwWy4Xgh5THelnLLdeMtTF8ZKxDodeeEoI09PR9D4OUIzTFAXmyNI+NMibBe4PttkfftXDO5vQ0xohGMittTlADz5EUH9b79+/nCE9/lzYy7PYHFt8hQt93GPqBB38qbBR3IFAWTFcjsd/vUZYFjosjlAJTaPH6+OgoY5SqtaEHWdu+tVAU830D89koN6oDek9Pj3OhTI3ayIkOfHZSxBD6TJHUSfNqGCklwDvAOnRtgxR5GKu1DvPlEgALFfV7ZmnMF/PM/faFx3a7yWOqdF+pEWQKaUQ/8FgpG+wYKYP7CFjznEXJHHEUH2JE17XYHw5AYqjDGJa4JSIMoUfbNNxbILM5nbXoehYxUyfM3Hug78f6k7U2zzochgHnDx6gEIedpBjXSwHUOYfDnh1qAtA0LSDUQOc9qrJEciPMp05hWnDW9+JdwfCiQIR936LtGnhXZCOs9gy4LJ72buuhGmauOmuVeaqHABYs9y4P+1SvG4MqorEGcN/3IGMR+h7WGE4ruZIIJ5ACjOENwjuXPT+NClfeezR9B+t4SgMRIXQ9t39HwDiTJ3cYiVz7rpMJ0gWOTpZIkXE73jQVQuh5IkaIsGRQFhWeufU0zu7dRVnXOD09xbde/hZef+MN7JsWnRhVawxsAlIICEOU2X/8QgvvsJjXuHnjBuZViRgGfO1rv4FnnnsGzzz1BEifERJCAkLsM/6uxQuOAiyIArdtG9XO4Cq8sQIZISEJdzMh5ULaEAKzZEpmrfSDdGoWHoAFWYMQW+6stJbvyZpsdABgMS9w2O9BRt6zcwiCHWrUC3Czh3MW3lsMg4y5EorXer3GZrPJkeXx8TGc402vjqdtkf++KJjmNYUwUhojWFfNkMqU6WuMdx6yUWKH0EplvkNdV7i4uIDZbC5FxjElzKRjz03oZ4fDIWP3+vPX202OtKwceI1epxGiGruxGUO0HcDFqCFMMsE4GYEFwzonLVAWBU/isMyeaLsWXS+KbQU/t6Y9gIjfGUBAD26sSA7OO9QVM1C6ruMiOID1+iLDIipLqvCJ0g/Ligt+RqJ76zwAgncHmSzC0EHuFnQWXT8gEbIjTylhuVpmbj1HqyYXujXK1UJi07QihMTzRKM2BMlzypRAKQSyimOb954PLPKk2ePUGGt2q5k3AK5tyfPfbDZoO552XvjyklPVqFl//3uth9tg0jWwxiJG5OKS/hfgMMSxoAaMOBn1BC+RLLMNuAjW9Vw4GwYePNoNPWAMlquldDWRGHaJluXQdF0HIy3dGd9Oo5j2EIK0lHDThnU8cLV3XOzQsVYckQFVVSOKxGVAD0oJ1jg89fST8IVDFyOOFgvcvHaK5+4+izfefBNN06EqKx5fFCJ2uz3eevNNNF2DwlmUZYHT02OcnJzgIx/+CJzlxoL7Fw94OsrxEXfCARwZO47y2SGJorThAxhiQkwAxSgjuAKMUVEoNqTGGNalVoxyGJkHg0zMGEKAi2yQdts9YkysP4IEb/iaCaM+iXMGhjgLmM1q9GGkHaUoqoIyxaLvuOi02fCkCKVScsRpcgFGGwUUFpmqf+mB0oOnKbFCMMbspEg5rUMYzGZz9H2RWQnTIpmyN5xzmeqlP1MjKsVYjZW94yx8wQ0YrB3NmuLz+ULgpCRNLwFVNU5/3u12mXmgMIQa4F46PFMS9hISrGEONTdKRWl7tzAyqqmTiF3T7SDBBLqY6wwk1FGe9NLCy9zHpmlAYMjEOZ6R1wi3PSXgsD+wBK4xmWaaz1PiTt2USCLZKBg9N5R5MX4PHjzIeD9H5iyrq06PiHLWkXVJYC8ZTS3ycQ1kn3FlxZynjrrrOmxlxJnaGH3GWgsYi+cxF32n8FRMA6xxiJMiorUWbcdzPOezZdY7UWM8zSreaz3kBhO5wTh2ZeWbkwtnUkUajbK8gI5GcW3GCCOGgQ0LGQNyXEnthx5tz9Xf0hcgy9ACRcbCdrsdg/ZliSEGbHc7fnESyRlrERIr22k0Qh0BiTvpPvfZz+GP/vAP8+EVg+0KB4JDTAF24NbWSvC302unaPoezhCu3TzF6Y1T3P7QbR5RYxzmsxpkDJrdAb/9m7/FRTfvcHr9FE899WRWsoMWfBCx3W1wfnEBV3hA5B+tcbBm5Lzm1JYoGzHlNFvr4J3HF77wefzAv/KH8/N2bLVgJ7P7iHjgJcMaliNo69D3qj2iP9PCSwTbtgOCGM2UIqJMB7cTrdpBsDht3x26Ht3QQTU8psUtay1u3LieD8tsVudMJqWEz3zmM3jxxRfz9yYpQGm7sDIHuIFmOjzVSxGQhXJUw0IP43w+R1VxpLzdbrMjUDaFMgV48GeFEEesFETwhQd6oCh5ogwPMOd7CBOslKv8AS+99Bl87GMvTj4bGRZlWUoLeYthGIeraqo8LZirUWq7Fv3Q4/79B6zTHVRu1KCXM+Ksl+zVwDmD2I6t5LvdXlqOCefnMr6p4Gxp+hz0DANML33p05/Diy++CGeZi8wiUYNkRC5HkPpuuq7D8fExj2kKQ25f1s5ODZiCOIAggRRJJjRfLHDj5k10bct/H0YBMzOhZB4mBltxXx1CoDUgLdIWRYHPf/4L+KEf+iP5mfIZMnB2FINSfHu5WKGsPAg27wu9ZoZb6ve1jQ/VMGtqyV5/lDjUaG1a+czGJY2Qx7TKm1KCNREpSdEiASQHspOHXBaFdLyxV1+v1zmKUoGa3KAQwqVpBfp7c0Qvegb/6B/9Mj72/R9HjGM6RdbAGMCAIZAUI9qBcVHWZnYwJoFVp4HK8gy9GBOSBepZibqu8NHZH8StZ57G2f0zGGdySj1EVqWbFzWAgPX6HN/47a9jAADD8ojeefCcOh4j1LYtZjVP5UCKcF5EXJxDQRY2ET7z6U/j+z7+cWzbFkTArK6yUUZMOfpFYifSh4gEgvMsOsVpqkXbMmY/LShq0S2JVGvQ5haMnWWGxqJLqKRYZE0+yJDr1Yj+qaeelLRyyBi1tRaf+cyn8fGPf4wvW6IfNS5932O9XmeMlxt3TKYsDiFgu+eJ2SrypNDAlP/cti1WR0ccCBBhQkZk7HdSo5iyj9QAAYDTwbaG0LfaKjzyqL/85S/hE5/4+CWqn+5HZiZxU0uICd4XmZVD4sx40kyUFm5kmO702imc9xgGTt09WVhpfw8m8jQS4tmAQxwFjApfXHICSOy4Q4ywtkddVVitVkgQbjxYivZzn/2n+OhHP8o1pcw84n1wOByyiJHS55SPvt/tcTjsc4YSU8SsnolujgWQcq+CPusp/OMmnZa6tDNRM2ONvFUsaSeB2ZSBozbos5/9LL7v+14ccWXvUZU1xv6FUbebgziWflWHq0L9ml2933qohrksCiThGTO0MwLtgGr+jlKcCUwRykWnqNSTsdOGwJhq17WiqCaGdQjookwbDkHE95GLSWo4uPCGSxzK6Sw3vTZNcxSv0peTEjct6GinlBLIElJgLWTvPbxxCDFgCJziIUbEPgHWIMYBbXeAMw6u8rjx5A34yuH8/Bz7/Y7Vwhynqp1o75ZlhaE7w517Z9i3XVYdU6yPDLBZ8yis5WKBFKP0+lt4X2SNhrfevINf+9WvoCgKHB8foR96VEXFnXf8ZAFA7rlHKzieZhfWcU2A5xWKSt+k+myM4QEBMuTVSNSR6XLixFICnHesqwGOhPpenrtlydOUIuPhKcIVnrMkQi5g+sLDJ7rUqQWMY6w4DWUHBYwwmV4nRN+673nfaRGZDGF1dATnLI/NisxPnQl1DuCZkZ38TsWLp63Cusf1z8MwAH7ElDXN1Q7KUV9ZoCjZq23gjGLkpMv5Efgt9l3OjtR5EEbOPREhhoDddqSVkjyjvmPWCaVJu3fPuiNjJ53LTSwkBvre2Rl0GKxCOvqMhj4IDMXNSylFbHd7DMNh0ljDDna93kiGZ6SYHyQit8z5twTC2G06zRamrI0pO2bKd9ZnrUwKnQyjY8j2MtPQGIvdbp+ZM2dn9/MeuXbtGgdTSbv5eKrNIEHY2DE58rdVw+OR1srApBinHpaF8EXyyRokw2wChQkAMdi5oj8WtIAEnmRs0XWeDfMklVEjOvS9iMeP88dUczZzOIX9oQ/QCDwCyCFO4EKdYWjEGhYu6rsO98/OEKXg5o2FLwvmRseAGgnGA/vDgcct9SFP267qCtZbtC2zMMqqgomQqRBLjpxiAkLEkCKGvkdRlHjyySdRV3MY+ga+/s1XsN0fEJEyBqlYXwg9dtu91AKZpuadh3MFnHdYrzd45ZXXsVwucDg0mO1qnB6fYLlYwJKBty5P+CDiNulSIIa27xC7Dg/un+P1t97A6ckpfu+HbsOJQldUmpqElikCCVHYLwkDBAohZpUY52Aiwy7A5eYipf4FNaTJoCiLzJ9mVUH+PYpL60GctlZbcjLtW7oCLUmXF6Ft2Rj20mDhnENZlXkf6T7QVl4dZqBGtaoqIAH73V4iZIV3/DhiyjDH3BiC8eM+895doq7pNU/3MZ8V4HDYZ55xhk2QRRURY8j8XP75xPUWYxBSyHUWHdlmLePbYYiIiIhpGKluZAFQhhZu3LiGqqolwuSfoUpw2x1P65nP5jkbNWTzyKiuawFClgxQA6cZDmWVtnHgcUosqapcaoWqpkZXn4/iy1PGz9QoK+SgWbHivlqTGPcKS94C3FtQVaPGdNO0uSCscy+5fmHz+9IWb/19U079+62H2pL9UH7x1bpaV+tqPSIrvUdL9kMzzFfral2tq3W13n29v/bc1bpaV+tqXa0PfF0Z5qt1ta7W1XrE1kMxzET0J4joa0T0m0T0Uw/jGr7bRUQ/S0R3iOjLk89OiOgfENFvENHfJ6Kjyd/9t0T0W0T0RSL63odz1d++iOgZIvolIvoKEf0qEf1H8vljdS9EVBLRp4noC3Iff1E+v01EL8me+jkiJkkTUUFEn5T7+CdE9NzDvYPLi4gMEX2eiD4lf37s7oOIvklEX5J38hn57LHaV7qI6IiI/jYRfVXOyiceyr1oJfeD+g/sDH4bwPMAPIAvAvj9H/R1/A6u948A+F4AX5589lcA/Gfy9U8B+Mvy9Z8E8H/J158A8NLDvv7JNT8J4Hvl6wWA3wDw+x/Te5nJ/y2Al+T6fh7Aj8rnfx3Avydf/3kA/4N8/WMAPvmwr/8d9/KTAP4WgE/Jnx+7+wDwDQAn7/jssdtXck3/K4A/J187AEcP414exo3/AID/e/LnnwbwUw/7hXyHa37+HYb5awCekK+fBPBV+fp/BPBjk+/7qn7fo/YfgL8L4F97nO8FwAzA5wB8P4C3AZh37jEAfw/AJ+RrC+Duw77uyfU/A+D/AfDHJob57mN4Hy8DuPaOzx67fQVgBeDr7/L5B34vDwPKuAXg1cmfX5PPHqd1M6V0BwBSSm8BeEI+f+e9vY5H8N6I6DY4C3gJvJEeq3uR9P8LAN4CG7avAzhPOivr8p7K95FSCgDOiej0A77k91p/FcBfgCgPENE1AA8ew/tIAP4+EX2WiP5d+eyx21cAXgBwj4j+hsBL/zMRzfAQ7uWq+PfPZz02nEMiWgD4BQD/cUppi2+/9kf+XlJKMaX0h8AR5/eDIZnvdr2/QvkHtIjoTwG4k1L6Ii5f03d7fY/Efcj6wZTSxwD8GwD+AyL6ITyG+woMXbwI4L9PKb0IYAfO6D/we3kYhvl1ANPCxTPy2eO07hDREwBARE+C02iA7+PZyfc9UvcmhaRfAPA3U0q/KB8/lvcCACmlNYB/COAPAzgmUmGPS9ea74OILIBVSun+B3yp77Z+EMCfJqJvAPg5AD8C4K8BOHrM7gMppTfl/3fBENn34/HcV68BeDWl9Dn5898BG+oP/F4ehmH+LICPENHzRFQA+DMAPvUQruN3skSgNq9PAfiz8vWfBfCLk8//HQAgoh8Ap9d3PphL/K7W/wLg11NKf23y2WN1L0R0XaviRFQD+NcB/DqA/w/Aj8q3/QQu38dPyNc/CuCXPrirfe+VUvqZlNJzKaUPgc/AL6WUfhyP2X0Q0UyyMBDRHMAfB/CreMz2FQDIdbxKRL9XPvpXAXwFD+NeHhLI/ifArIDfAvDTDxv0/w7X+r8DeANAC+AVAH8OwAmA/1fu4R8AOJ58/38HZp18CcCLD/v6J9f1gwACmAXzBQCfl/dw+jjdC4A/INf+RQBfBvBfyOcvAPg0gN8EMxu8fF4C+D9kr70E4PbDvod3uacfxlj8e6zuQ65X99Sv6nl+3PbV5No+Cg4evwjg/wSzMj7we7lqyb5aV+tqXa1HbF0V/67W1bpaV+sRW1eG+Wpdrat1tR6xdWWYr9bVulpX6xFbV4b5al2tq3W1HrF1ZZiv1tW6WlfrEVtXhvlqXa2rdbUesXVlmK/W1bpaV+sRW1eG+Wpdrat1tR6x9f8DvLA73Y+P4TAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ef7db5050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = Image.open(IMAGE_PATH)\n",
    "\n",
    "plt.imshow(image)\n",
    "\n",
    "image_resized = np.array(image.resize((300, 300)))\n",
    "image = np.array(image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Run network on Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "scores, boxes, classes, num_detections = tf_sess.run([tf_scores, tf_boxes, tf_classes, tf_num_detections], feed_dict={\n",
    "    tf_input: image_resized[None, ...]\n",
    "})\n",
    "\n",
    "boxes = boxes[0] # index by 0 to remove batch dimension\n",
    "scores = scores[0]\n",
    "classes = classes[0]\n",
    "num_detections = num_detections[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Display Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f040b49d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "\n",
    "ax.imshow(image)\n",
    "\n",
    "# plot boxes exceeding score threshold\n",
    "for i in range(num_detections):\n",
    "    # scale box to image coordinates\n",
    "    box = boxes[i] * np.array([image.shape[0], image.shape[1], image.shape[0], image.shape[1]])\n",
    "\n",
    "    # display rectangle\n",
    "    patch = patches.Rectangle((box[1], box[0]), box[3] - box[1], box[2] - box[0], color='g', alpha=0.3)\n",
    "    ax.add_patch(patch)\n",
    "\n",
    "    # display class index and score\n",
    "    plt.text(x=box[1] + 10, y=box[2] - 10, s='%d (%0.2f) ' % (classes[i], scores[i]), color='w')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Benchmark"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average runtime: 0.034289 seconds\n"
     ]
    }
   ],
   "source": [
    "num_samples = 50\n",
    "\n",
    "t0 = time.time()\n",
    "for i in range(num_samples):\n",
    "    scores, boxes, classes, num_detections = tf_sess.run([tf_scores, tf_boxes, tf_classes, tf_num_detections], feed_dict={\n",
    "        tf_input: image_resized[None, ...]\n",
    "    })\n",
    "t1 = time.time()\n",
    "print('Average runtime: %f seconds' % (float(t1 - t0) / num_samples))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Close session to release resources"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "tf_sess.close()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
